{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "from sklearn.externals import joblib\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "sns.set_style(\"whitegrid\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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cOJDc3Fzkcjk//PADgwcPBuCXX36RakGgKPiytLTUuL3nreav6Pdn9erVZGVl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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1109fa978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "smooth = 100\n",
    "\n",
    "def running_mean(x, N):\n",
    "    cumsum = np.cumsum(np.insert(x, 0, 0)) \n",
    "    return (cumsum[N:] - cumsum[:-N]) / float(N)\n",
    "\n",
    "def running_prob(x, N):\n",
    "    prob = (np.array(x) > -200)\n",
    "    cumsum = np.cumsum(np.insert(prob, 0, 0)) \n",
    "    return (cumsum[N:] - cumsum[:-N]) / float(N)\n",
    "\n",
    "# combined result\n",
    "def combined_reward(logdirs, num_limit=2500, \n",
    "                    colors=['r', 'g', 'b', \n",
    "                            'orange', 'purple', 'cyan'], \n",
    "                    smooth=smooth, prob=False):\n",
    "    smoothing_f = running_prob if prob else running_mean\n",
    "    ylabel = \"success probability\" if prob else \"cumulative rewards\"\n",
    "    for i, logdir in enumerate(logdirs):\n",
    "        mode = 'dqn' if 'dqn' in logdir else 'dora'\n",
    "        ylabel = 'probability of success' if prob else 'cumulative reward'\n",
    "        data = []\n",
    "        for fn in os.listdir(logdir):\n",
    "            if not fn.startswith(mode):\n",
    "                continue\n",
    "            rewards = joblib.load(os.path.join(logdir, fn))\n",
    "            rewards = smoothing_f(rewards, smooth)\n",
    "            if len(rewards) < num_limit: continue\n",
    "            data.append(rewards)\n",
    "\n",
    "        # align by the min amount \n",
    "        min_len = min([len(d) for d in data])\n",
    "        data = [d[:min_len] for d in data]\n",
    "        data = np.vstack(data)\n",
    "        \n",
    "        if 'dqn' in logdir:\n",
    "            label = 'softmax' if 'softmax' in logdir else r'$\\epsilon-greedy$'\n",
    "        else:\n",
    "            label = 'LLL (\\gamma_E={}) '.format(logdir.split('_')[-1])\n",
    "            label += 'softmax' if 'softmax' in logdir else r'$\\epsilon$-greedy'\n",
    "            \n",
    "        sns.tsplot(data, condition=label, color=colors[i % len(colors)])\n",
    "    plt.xlabel('episode')\n",
    "    plt.ylabel(ylabel)\n",
    "    plt.legend()\n",
    "\n",
    "logdirs = ['mc_epsilon_0.99', 'mc_softmax_0.99',  \n",
    "           'mc_epsilon_0.9', 'mc_softmax_0.9',\n",
    "           'mc_softmax_dqn', 'mc_epsilon_dqn'\n",
    "            ]\n",
    "combined_reward(logdirs, prob=False)\n",
    "plt.savefig('mountain_car_rewards.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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OlZSUKJcsWaJ0cXFROjk5KadPn668e/euUqlUKn/99VelpaWl8tdff1Vbrzzt9u3b0rJZ\ns2YpLS0tNX6io6OrbUt8fLxSWaE8oWrx8fH13YSnjthmNfc4t9ndu3eVXbt2VV64cKHS9B9++EEp\nl8ulZZmZmUpLS0vlmTNnHls7atvzcpwNGzZMuX///sdSVnx8/FOx/+/du6fs0qWLMikp6bGUV9Wx\nUqc9BFA2RjVv3jzmzZunlubq6sqFCxc0rqcpbfny5SxfvvyfNUj0EAjCM8vU1JRx48axbds2jV2y\nMpmM6dOn4+vry5tvvkl+fj6rVq2iffv2GochnkQlJSXk5ORUOhQAZRPZGjduXIetevzi4uIoLCyU\nhpsfhyd5/2dnZxMXF0d0dDS2trZ06dKl1uus84DgiSMCAkF4pvn7+/Pmm29y5coVtSfWGRsb8/nn\nn7Ny5UqioqLQ09PDzc2NzZs3az0uX9/OnTuHv79/lXkmT57MzJkz66hFtWPFihX8+9//VrlD7Z96\nkve/XC4nMDAQMzMzIiMj66ROERAIgvBMa9SoUZW30j06ce1p4+zszM6dO5/521t3795dK+U+qfu/\nZcuWGh8FXZvE649FD4EgCIIgiIBABASCIAiCIAICERAIgiAIAiIgEAGBIAiCICACAhEQCIIgCAIi\nIBABgSAIgiAgAgIREAiCIAgCIiAQAYEgCIIgIAICERAIQh3w9vZm7dq1labPmzcPX1/fStMPHDhA\n586da1xvTk4Or7zyCnfu3MHR0VHjq5CfBwcOHMDKyqrSj6YXQFUlJiaGAQMGYG9vz4gRI/jjjz+q\nzJ+amoqfnx/Ozs54eXmxevVq5HK5lF5cXMyKFSvw9vbGycmJyZMnk5aWJqWfOHGCyZMn1+xL11BJ\nSQkzZ87EwcEBDw8PSktLiY6O5u7du7Va75NEBAQiIBCEZ9bixYt58803adGiBS4uLpw8ebK+m1Rv\nZDIZsbGxGj/e3t5al/Pzzz+zYMECxo8fz8GDB7G0tOS9996rNNjKzc3Fx8eHoqIitm3bxooVKzhy\n5IjK2xFDQ0PZvXs3s2fPZt++fZiZmTFmzBipTC8vL4qKioiJiflnG6Ga7/XNN9+watUq9u3bx++/\n/87cuXMpLCystTqfNCIgEAThmXTlyhWOHj3K6NGjgbKTyvMcEEDZ43A1fWryWt1NmzYxePBgRo4c\niYWFBYsWLcLY2Ji9e/dqzH/w4EEKCwtZvXo1nTt3xtnZmdDQUL766itu3LhBbm4ue/fuJSAggEGD\nBmFhYcHChQsxMjJi586dUjnvvvsuq1atorS09B9vB01yc3MB6NWrF23atEH5HF4sioDgOdzpgvA8\niIqKwtPTU3rLn6enJ6dOnVL5ob9z5w5Tp07FyckJDw8PNm7cSL9+/Thw4AAARUVFLFmyhD59+mBr\na4ubmxvz58+XrhoPHDjAK6+8wo4dO+jduzcODg5Mnz6djIwMPvzwQ7p27UqvXr04ePCgVOfYsWNZ\ntmyZlO7h4cHevXuJj49n6NChODg4MHr0aK5duyatc/r0ad5++20cHR2xtbVl2LBhnDhx4rFvs7Fj\nx1Y6rHDgwAEUCgVnz57FxcVFWqdBgwZ079690ufup6Wl0alTJ0xMTKRl5cM/8fHxpKWloVQqVd7F\n0KBBA6ytrYmLi5OWubu7k5eXx3//+1+N9RQUFDB//nx69OiBnZ0dI0aM4JdffpHSCwsLWbZsGd7e\n3tjZ2fHRRx9J6ZGRkQQEBABgbW3NvHnz8PHxAaBv375ERkZy+vRp7Ozs+O6776ThEl9fX9LT01m0\naBHdunWjR48erF+/XqqzuuNn0qRJ9O3bV/r/r7/+omvXrmzatKm6XVUrREAgAgJBeCYdP36cXr16\nSf+bm5vTpEkTEhMTAVAoFEyaNImMjAyioqKIjIzk66+/5vr169I64eHh/PDDD0RERPDtt98SHBzM\n4cOH2bNnj5Tnxo0bHDt2jPXr17N69Wq+//57hg4dir29PQcOHMDT05Pg4GDpChRg69atdOnSha+/\n/pq+ffuyaNEiQkJCCAoKYvv27WRkZLBixQoAbt++jZ+fH926dSMmJob9+/fTpk0b5s6dS3Fx8WPd\nZpGRkZUOKwwaNIj79+9TUFBAq1atVNYzMzMjPT1dY5lmZmZkZGSgUCikZTdv3gTg7t27UlmPrn/z\n5k2VYQg9PT169OjB8ePHNdazevVqLl++zKZNm/jmm2+wsbFhypQpFBQUADBz5kyOHDlCSEgI0dHR\ndOzYkQkTJnDu3DnGjx8vDWHExsYSGBgozXnZt28f48ePB8rmGaxfv55ly5YRFRXF+fPnGTp0KIaG\nhuzfv5+RI0eyfPlyLl++DFR//HzyySfk5eWxcuVK5HI5AQEBODo6SvXVNfG2QxEQCE+hgKMB7Du/\nr17qfqvzW0T0j6iXurV169YtsrKy6NSpk8ry8mEDe3t74uLiSEpK4vvvv+fFF18EICIigiFDhkj5\nHRwcePXVV6Wr13bt2rFz504uXrwo5SkpKSE4OJgOHTpgaWmJtbU1BgYGvPPOO0BZV/e+fftIS0vD\n3t4eAFtbW+lH/+2332b37t34+vpKV94DBw7kxx9/lMqfPn0648ePR0dHBwBfX1/eeecd7t69S5s2\nbbTaJqWlpTg6Oqotb9asmXSSrXgVr0lOTg5Q9gbJivT09CgqKtK4zsCBA1m7di0RERFMmzaN/Px8\nQkND0dXVpaSkhFatWuHm5kZ4eDirVq3ihRdeYNeuXSQnJ9OuXTuVsjp16sShQ4c01pOWlkbjxo1p\n164dTZo0Ye7cuQwYMACZTMbly5f54Ycf2LRpEx4eHgC88847pKens2nTJlavXo2RkRFQNqwCZa9G\nBjA1NZV6mZRKJbNmzcLOzg4ANzc3kpKS+PDDD9HR0WHSpEmsXbuWS5cu0bFjx2qPHzMzMz7++GNm\nz57NvXv3uH79OjExMdJ+rmsiIBABgSA8c+7cuQOUnewq8vT0ZN26dXzwwQecP3+e5s2bS8EAgKWl\nJU2aNJH+HzZsGLGxsSxdupTU1FQuX77MtWvX1E5U5ubm0t+GhoYq6eUnz4pX8+3bt5f+NjAwUCtD\nX19fym9ubs5rr71GVFQUFy5cIC0tjeTkZIAajafLZDKio6PVljdo8L+O4gkTJpCQkKBx/ZCQEDw9\nPdW+C5QFLeXf41EdOnRg1apVBAcHs3XrVgwNDZk2bRoXLlyQtvXSpUuZN28er7zyCjKZDC8vL4YP\nHy59z3KmpqbSvn3Ue++9h7+/P+7u7jg6OuLp6cnQoUNp1KiRdAJ+NCDq1q2bFHhpS9O+Lj+B6+vr\nA//bPtocP4MGDeLbb78lJiaG5cuXq/W+1CUREIiAQHgKRfSPeOKv0utT+Q/0oydMFxcXZsyYQW5u\nLjKZTKUbW5PAwECOHTvG8OHD6d+/PzNnzmTRokUqeWQymcpJFVD7/1G6uuo/vZVdFV68eBEfHx8c\nHBxwd3dn0KBByOXyv3UbXsVARJOwsDAePnyoMa158+Y0btwYQ0NDMjMzVdIyMzOrPJF5e3vj7e1N\nZmYmJiYmFBcXs3jxYikYa9WqFVu2bOHBgwcoFAqMjY2ZMmWKyskXyvZnZdvW2dmZn376SRri2LFj\nB+vWrWPv3r3SifpRCoVC476oip6ensr/Ve1rbY6foqIiLl++jEwm49SpUwwePLhG7XmcREAgAgJB\neOaYmZkBcO/ePV566SVpuYGBAU5OTpw6dQorKyuys7O5du2adOK5evUqDx48ACA7O5v9+/cTGRlJ\n//79AZDL5Vy/fp22bdvW2XfZs2cPbdq0YePGjdKy3bt3Azz2mfDaXJ06Ojpy5swZXnvtNaDspHrm\nzBlGjBihMX98fDyRkZFs3rxZ2i/ffPMNhoaGODk5oVQqmThxIr6+vvTs2ROAvLw8fv31V+bNm6dS\nVnZ2tlTGoz777DMcHR3p168f/fr1o6ioCE9PT3788UcGDBgAwNmzZ6VejvL/O3bsqLG8f9ptr+3x\ns2LFCvLy8vjiiy+YOHEi//rXv+jbt+8/qvvvEgGBCAgEoU6kpaWpzYw3NjbGwcEBKBufPnHiBJcv\nXyY/P1/KU/4DrlQqNc6st7OzUxsaaNWqFa1atSI5OVll9np5eSdPnmTJkiXY2toyZ84cgoKCUCgU\n0tWbjo4ORkZGGBkZcezYMaytraUf7du3bz/2yXxVad26NTdv3uTUqVN06NCB+Ph4Pv30U0C96746\nWVlZGpcbGBhIY+jV8fX15f3336dz5864ublJV/ZvvvmmSj2GhoY0btyYl19+mfPnz7Ns2TLGjBlD\nSkoKn3zyCZMmTZLqNDY2ZunSpSxevBhdXV1CQ0Np3bo1Q4cOVan7/Pnz0jyMR928eZOYmBg++eQT\n2rVrx88//8yDBw9wcHDA3NycV199lYULFxISEkKbNm348ssv+fPPP1mwYIHG8srnDSQnJ0vzCWpC\nm+MnLi6Obdu2sWbNGjw9PRkzZgzBwcE4Ojpiampa4zr/KREQiIBAEOpEdHS02hi2k5MTu3btAsp+\neP38/NTW+/PPP4GyK1FN6Vu2bKFHjx5qy/v06SPdrleRp6endLX92WefERISgo+PD02aNGHixIkk\nJSWhp6eHnp4eK1euJDw8nMGDB2NqaoqXlxfjx4/n+++//3sb4W8YN24cV65cYebMmZSWlmJhYUFI\nSAjz588nMTERCwsLrcopLS2VJtQ9ysfHR+VBQVXx8vJi0aJFrF27lvDwcDp37szmzZtVTmAeHh5M\nmTKFqVOnYmpqyrp16wgPD2fnzp2YmZkxdepUlSdTBgcHExYWJk209PT05NNPP1V5PoJcLichIYGw\nsDCN7QoKCiI8PJwPP/yQnJwc2rdvz5IlS6SJmp988gkREREEBARQUFCAubk5mzZt0jjREqBjx44M\nGDCAmTNnMnr0aP71r39ptX3KVXf85OXlMW/ePAYOHCg9GGrWrFkcP36chQsXsnr16hrV91gon2Px\n8fFKZWJifTfjqREfH1/fTXjqiG1Wc49rm128eFFpZ2envHfvnsb0u3fvKn/44QelXC6XlmVmZiot\nLS2VZ86ceSxtqCvPw3H23//+V9m3b19lSUnJYynvedhmmlT1vcVzCEQPgSA8kzp16kS/fv2k8fZH\nyWQypk+fzurVq7l+/TopKSkEBwfTvn17aRjjSadQKMjKyiInJ4esrCyNn/I5EU+7qKgopkyZUuNJ\ngIL2xJYVAYEgPLMCAwMZNWoUI0eOVBuTNTY25vPPP2flypVERUWhp6eHm5sbmzdvVptJ/qTKzMxU\nefiSJkOGDGHZsmV11KLa8dNPP6Gvry9NZBRqhwgIREAgCM8sU1NTjh49Wmm6u7s77u7uddiix6t1\n69ZcuHCBhIQEtcmTz5JevXpVG/gI/5wYMhABgSAIgiCIgEAEBIIgCIIgAgIREAiCIAgCIiAQAYEg\nCIIgIAKCMiIoEARBEJ5zIiAQBEEQBEEEBIDoIRAEQRCee3UeEJSWlrJ8+XI8PDxwdHRk2rRplb7f\nuqJr167h6OhIenq6yvLCwkI++ugjXF1dcXZ2JigoSOXFKFoRAYEgCILwnKvzgCAyMpKDBw8SHh7O\n9u3bSU9PZ+rUqVWu89dffzF+/HgKCgrU0oKDg0lISOCLL77g888/Jy4uTuuXdEhEQCAIgiA85+o0\nICguLmbbtm3MmjWLnj170qVLF1asWMHZs2c5e/asxnWioqJ44403aNq0qVpaeno6//nPf/j444/p\n2rUrzs7OhIaGcvjwYTIyMrRvmAgIBKHWeXt7s3bt2lpLr0xxcTHDhg3jypUr9OvXj8TExBqX8Szw\n9vbGyspK42fw4ME1KqumPb15eXkEBwfj4eGBi4sLs2fP5u7duyp5Ro8ezR9//PG3vtvTID09HSsr\nK06fPl3fTalUnQYEKSkp5OfnS6+jBGjXrh0vvPAC8fHxGtc5duwYn3zyCXPnzlVLO3v2LA0aNMDJ\nyUla5uTkhEwmIyEhQfuGiYBAEJ5Z69atw8nJCQsLCzw9PTl58mR9N6ne+Pn5ERsbq/b58ssva1RO\nTXt6p0+fzsmTJ1myZAk7duygoKCAcePGUVxcLOWZPXs28+fPV1km1K06DQjKx/9btWqlstzMzExt\nbkC5bdvGk+nBAAAgAElEQVS28eqrr2pMy8jIwNTUVOVFJLq6upiamnL79m3tGyYCAkF4JuXk5LB1\n61beffddALy8vJ7rgMDQ0JCWLVuqfZo1a6Z1GTXt6U1OTiY2NpawsDA8PT3p1KkTERERZGZmcvjw\nYSlft27daNy4MTExMVXWf+7cOfz8/HB1dcXe3p7+/ftz6NAh7TeCUKk6fblRYWEhDRo0UHuTWMOG\nDSkqKvpb5TVq1EhteU3KS05OprCoCKWGcgR1Nep5EQCxzcoVFRVx69atSrdHeTpo3mbVra/JoUOH\nMDMzk14F3LBhQ/78809OnDhB48aNAcjNzWXz5s0kJSXRqFEjBg4cyPHjx3nttdfo1asXaWlp7N69\nm0uXLlFUVISZmRnDhg3Dy8tLqmfMmDH4+fnx008/8ddff2FmZsbEiRNJTU3l0KFDFBYW0rVrVyZP\nnoyenl6N8wPVtqO67aLN9svKymL69OmVpu/cuZPLly+Tn5+PoaGhSlktW7bk0KFDKB+5wPr1118B\n0NHRUcnfokULjhw5grm5ubTM1taWdevW8dJLL2msPyMjg7lz59KvXz/8/f1p0KABd+7cobi4uNLv\nVdX+hbJ9N3z4cH766ScAQkND0dXVZceOHSQkJKBUKunYsSNjx46lbdu2Url5eXlV5snKymLLli0k\nJyfTtGlTqb6LFy+yc+dOEhMTiYiIUPluM2fOZPHixXTo0KHSfVCb6jQg0NfXR6FQIJfLVd5pXVxc\njIGBwd8qT1P3UnFxMYaGhlqVYWNjA507w9+o/3nzrL9RrTbU1jYLCIB9+x57sVp56y2o8DumtUaN\nGtG2bdtKt0d5OqAxT3Xra7J06VIGDRqksk63bt3Iz8/Hy8sLhULBW2+9hUwm48svv0Qul7Nw4UIy\nMzPp0KEDNjY2TJ06lT59+vDvf/8bpVLJli1b2LRpE2PHjqVFixZSuV999RVhYWF06NCBefPmsWLF\nCuzs7IiKiuKvv/7iww8/5OrVq4wZM6bG+QsKCqpsR1paWrXbRZvtV1paSmxsbKXpLVu2lMb++/bt\nq3Jx165dO2QymcbyV69eTdu2bWnfvr1Uz4MHD9DR0VHJb2Jiwo4dOzAzM+PFF19UK2f37t3IZDIm\nTJhAx44d0dXVpUGDyju6q9q/8L/jLDY2ls2bN1NSUoKtrS2jR4/GyMiIrVu3YmBgwJdffklYWBhH\njhyhWbNmKBSKKvMYGRkxdOhQWrRowd69e8nJyeGjjz4CwNLSkm7dujF8+HAMDAzo3LkzAJ999hnW\n1ta88cYblX6fx6GqgLBOhwzatGkDlEVOFWVmZqoNI2ijdevW3Lt3j9LSUmmZXC7n3r17mJmZaV+Q\nGDIQhGeOQqEgKSmJTp06qSyvOGwQFxdHUlISy5cvx87ODkdHRyIiIqSr3MLCQnx9fQkKCuLll1/G\nwsKCSZMmUVJSQmpqqkq5I0aMwNvbm5dffplhw4aRm5vLwoULsbS0ZMCAAdjY2HDp0qW/lb8m7ajK\n2rVrcXR0VPvs2bMHAJlMpnFIofxT3paa9PTa2dnx8ssv8/HHH5OZmcnDhw9Zvnw52dnZlJSUqOTt\n0KEDenp6/P777xrb7+rqioGBAcOHD8fOzo6lS5dW+X2r27/lhg8fjo2NDfb29vz6668kJiayatUq\n7Ozs6NixIyEhIRgbG7N3716AavP8/PPP/PXXX4SHh2NtbY2bmxtBQUFSfZ07d8bKykpleCQmJobh\nw4dX+X1qW532EFhbW9O4cWPi4uIYNmwYADdu3ODmzZt07969xuV169YNuVzOb7/9hrOzM1AW/SgU\nCnElKzzTIiL+3lX68yQnJwe5XK42Pu7p6cnmzZsBOH/+PM2bN1e5GrW0tKRJkyYANG/enDFjxhAd\nHU1ycjKpqamkpKQAqFyIACpd3wYGBjRo0IB27dpJyx7t0axJ/uraUbHHtSo+Pj5SD0VFpqamANy6\ndavSOVsAv/32W417ehs2bMhnn31GQEAAnp6e6OnpMWTIELy8vNSCCplMhomJidodCBXrGDhwIN26\ndePFF19U6cL//PPP+eKLL6T/J02aRMOGDavcv+Uqpp8/f57S0lI8PT1V8hQVFXHlyhWt8shkMpo1\na6bSPgcHB5W8r7/+Ohs3bmTOnDmcO3eOmzdvMmTIEI3fu67UaUDQsGFDxowZw9KlS2nWrBnNmzcn\nJCQEFxcXunbtSnFxMbm5uRgbG9OwYcNqy2vVqhUDBw4kMDCQxYsXo1Qq+eijjxg2bFjNehxED4Eg\nPLMePXGXdzWnpKQgk8lQKBSVrpuRkcGoUaNo1aoVffr0oXfv3piZmWns1n30pKyjo4OOjk6lZdck\nf03aURVjY2Op214TMzMzoqOjqyyjYk9v+d9QdU+vhYUFBw4cIDs7Gz09PYyMjBg+fDg9e/ZUy1ta\nWqpxO9y7dw9fX1927typcY7BqFGjGDhwoPS/sbExhw4dqnL/lqs4F01PTw8TExOpN6Ci8qHo6vLE\nxMSo9UI8GvwMGTKEiIgITp8+zdGjR/Hy8qJ58+bVtrU21WlAADBjxgzkcjkBAQHI5XI8PT2lBwn9\n9ttvjBs3jm3btuHq6qpVeaGhoYSGhjJx4kR0dXUZMGAACxYsqFmjREAgCM+cZs2aoaenx71799TS\nym8/tLOzIzs7m2vXrklX7FevXuXBgwcAHD58mPz8fHbs2IFMJgOQhhse/cGvTXXVDl1d3SoDBqh5\nT29eXh6TJ08mODgYS0tLKX9KSgpz5sxRyatQKMjNzdU45Hv69Gnu37/PCy+8oLFdJiYmmJiYqCyz\nsrKqcv9q0qlTJ3JycgBU5jzMnj2bfv36MWjQoGrz2NjYkJ2dTWpqqjRBMCkpSaWe5s2b4+XlxdGj\nRzl27JjKkEJ9+dsBwfnz57l9+zaurq4YGRlpX6GuLvPmzWPevHlqaa6urly4cEHjepWlNW7cmCVL\nlrBkyRLtG/8oERAIQp1IS0vjxIkTKsuMjY2l7tS0tDT09fVVHj/+aHpV61eko6ODra0tycnJDB06\nVCXN09OTbdu24efnh62tLXPmzCEoKAiFQsGiRYuk9Vu3bk1eXh7fffcdDg4OpKSkEBYWBlCn98tX\n145Hrz4rU1BQoDaHq1yLFi2q7NEoV11PL8CDBw8oKSnB1NQUIyMjSktLWbx4MUFBQRQUFLBgwQLc\n3d1xd3dXKfvChQuUlpZib2+vVq+JiQlyuZwZM2YwcuRIZDIZFy5cwNTUtNKxdzc3tyr3rybu7u50\n7dqVGTNmEBgYSPPmzVm/fj3Hjx/ngw8+0CrPSy+9RJcuXQgICCA4OJiSkhJCQ0PV6nr99deZPXs2\n+vr69O7du9ptX9u0CggyMzMJCAjA1dUVf39/tm/fTlhYGEqlElNTU7Zt20bHjh1ru621RwQEglAn\noqOj1bqknZyc2LVrl5T+qEfTq1r/Ud7e3nz77bdqy93d3ZkzZw55eXl89tlnhISE4OPjQ5MmTZg4\ncSJJSUno6ekxcOBAEhMTCQ0NpaCgAHNzc/z9/Vm/fj2JiYkqtx7Wpura4ebmplU5GzZsYMOGDRrT\nfvnlF2kuQXWq6ukFCAsLIy4ujuPHjwPw6aefsmjRIkaOHIm+vj79+/dn9uzZauWePn0aGxsbjb0A\n7u7uBAUFsXPnTqZNm0bDhg2xtrYmICCgyrZWtn8rm3eho6PDmjVrCA8Px9/fn+LiYmxsbNi0aZN0\nntMmz4YNGwgJCWHcuHEYGRkxY8YMtd7r3r17o6+vz+DBg7UaJq91Si3Mnj1b2bNnT+WJEyeUpaWl\nyp49eyrHjx+vTE5OVvr4+CgnTZqkTTFPnPj4eKUyPl6pzMmp76Y8FeLj4+u7CU8dsc1q7nFus7t3\n7yq7du2qvHDhQqXpP/zwg1Iul0vLMjMzlZaWlsozZ848tnbUtmflOBs2bJhy//79j628qvbv9u3b\nH1s9f9e9e/eUXbp0USYlJdVZnVUdK1rddnjq1Cnmzp2Lp6cnZ8+e5c6dO4wbNw5ra2smTJhQ6WOH\nnxqih0AQnkmmpqbSvCRNZDIZ06dPZ/Xq1Vy/fp2UlBSCg4Np3769xmGIJ1FJSQk5OTnSw5c0fWr8\nBth6EBcXR2FhoTQv4XGoav/WZ692dnY23333HQsWLMDW1pYuXbrUW1sq0mrIID8/X5pNeuLECRo2\nbCh1UTVs2LBOJ9fUiqe9/YIgVMrf358333yTK1euYGFhoZJmbGzM559/zsqVK4mKikJPTw83Nzc2\nb96s9bh8fTt37hz+/v5V5pk8eTIzZ86soxb9PStWrODf//631rdQaqOq/VujF+A9ZnK5nMDAQMzM\nzIiMjKy3djxKqy3foUMHzpw5g4ODA9999x0uLi7SbRoxMTH19pjFx0YEBILwzGrUqBFff/11pema\nJrc9TZydndm5c+dT/+yV3bt310q5le3f+gwIWrZs+UT2rGs1ZODn58dnn32Gu7s7169fl14U8tZb\nbxETE8OECRNqtZG1TgQEgiAIwnNOqx6CwYMH06ZNGxISElRuLXF1dWXmzJn06NGjVhspCIIgCELt\n0nqwplu3bipdUqWlpUyePLlGzyB4YokeAkEQBOE5p9WQgVwuZ82aNdI43OnTp+nRowfdu3fnvffe\n4/79+7XayFonAgJBEAThOadVQBAZGcnatWulE39oaCgmJibMnz+fq1evsnz58lptZK0TAYEgCILw\nnNMqIPjPf/7DrFmz8PHx4cqVK1y6dIn333+fcePGMXPmTI4dO1bb7axdIiAQBEEQnnNaBQSZmZnS\nQzp+/PFHGjRoID2ys3Xr1lW+KOKpIAICQRAE4TmnVUBgZmbGjRs3ADh+/Dg2NjbSM69/++03Wrdu\nXXstrAsiIBAEQRCec1oFBIMHD2bJkiW89957JCQkSO/gDgsLIzIyUu1NYk8dERAIQq3y9vZm7dq1\nlabPmzcPX1/fStMPHDhA586da1xvTk4Or7zyCnfu3MHR0VHjq5CfBwcOHMDKyqrSj6YXQFUlJiaG\nAQMGYG9vz4gRI/jjjz+qzJ+amoqfnx/Ozs54eXmxevVq5HK5lD5z5swat6Gm/vzzTwYNGoStrS3h\n4eHk5eWxf//+Wq3zaaPVbYczZszA0NCQM2fO8OGHHzJmzBig7BXIfn5+1T4284knAgJBeCYtXryY\nN998kxYtWuDi4sLJkycf67PynyYymYyffvpJY5qxsbHW5fz8888sWLCAjz76CGdnZ7Zs2cJ7773H\nd999p/Ftibm5ufj4+GBhYcG2bdsoKCjgo48+Ij09ncWLFwPw4Ycf4uPjg5ubGyYmJn/vC1Zj/fr1\n6Orq8s0339CkSRPmz59Pfn4+b775Zq3U9zTSqodAR0eHSZMmsXHjRvz8/KTlO3bsYPr06Vq9Q1sQ\nBKEuXblyhaNHjzJ69GgAvLy8OHnyZD23qn61bNlS46cmr97dtGkTgwcPZuTIkVhYWLBo0SKMjY3Z\nu3evxvwHDx6ksLCQ1atX07lzZ5ydnQkNDeWrr76ShqLbtWuHk5MTUVFRj+V7anL//n1sbGwwNzen\nWbNmT/87eGqBVgEBgEKh4D//+Q/z589nwoQJpKamEh0dzeXLl2uzfXVDHBiC8MyJiorC09OTxo0b\nA+Dp6cmpU6dUTgR37txh6tSpODk54eHhwcaNG+nXrx8HDhwAoKioiCVLltCnTx9sbW1xc3Nj/vz5\nFBYWAmVd8a+88go7duygd+/eODg4MH36dDIyMvjwww/p2rUrvXr14uDBg1KdY8eOZdmyZVK6h4cH\ne/fuJT4+nqFDh+Lg4MDo0aO5du2atM7p06d5++23cXR0xNbWlmHDhnHixInHvs3Gjh1b6bDCgQMH\nUCgUnD17FhcXF2mdBg0a0L1790qfzZ+WlkanTp1UrvzLh38qrvPKK6+wc+dOiouLNZbz+++/M2rU\nKLp27YqrqysBAQHk5ORI6RcvXsTPz4/u3bvj4uLCnDlzpCEib29vfv75Z6Kjo7GysmLevHn8+OOP\nxMXFYWVlxY0bN5g3bx7z588nJCQEZ2dnXF1dWbNmDZcuXWLUqFHY29szbNgwEhMTpTpTUlKkoRBb\nW1sGDBhAdHQ0ANevX8fR0ZGlS5dK+desWYOTkxPXr1/Xep/UJa0CggcPHjB69GgCAgKIi4vj1KlT\n5Ofn8/XXXzNixAjOnz9f2+2sXSIgEIRnzvHjx+nVq5f0v7m5OU2aNJF+0BUKBZMmTSIjI4OoqCgi\nIyP5+uuvVX6sw8PD+eGHH4iIiODbb78lODiYw4cPs2fPHinPjRs3OHbsGOvXr2f16tV8//33DB06\nFHt7ew4cOICnpyfBwcHk5uZK62zdupUuXbrw9ddf07dvXxYtWkRISAhBQUFs376djIwMVqxYAcDt\n27fx8/OjW7duxMTEsH//ftq0acPcuXMrPXn+XZGRkcTGxmr8DBo0iPv371NQUECrVq1U1jMzMyM9\nPV1jmWZmZmRkZKBQKKRlN2/eBODu3bvSMi8vL+7fv09CQoJaGaWlpbz//vu4u7vzn//8h/Xr15OY\nmEh4eDhQtg9Gjx6NsbExO3bsYO3ataSkpDB+/HhKS0vZv38/zs7ODBw4kNjYWAIDA+nRoweOjo7E\nxsZKb/P9+uuv0dfX58CBA7zzzjusXr2aDz74gEmTJrFv3z709PRYtGgRAAUFBYwfPx4zMzP27t3L\noUOH6N69O0FBQdy5c4cXX3yRefPmsXXrVv7880+SkpJYt24dwcHBvPjii/9gL9UereYQLF26lFu3\nbnHw4EE6duyIra0tAKtWreK9995j5cqVrF+/vlYbWqtEQCA8bX4LgGv76qdu87fAMaJ+6tbSrVu3\nyMrKolOnTirLy4cN7O3tiYuLIykpie+//176gY6IiGDIkCFSfgcHB1599VXpse3t2rVj586dXLx4\nUcpTUlJCcHAwHTp0wNLSEmtrawwMDHjnnXcAePfdd9m3bx9paWnY29sDYGtry/jx4wF4++232b17\nN76+vtKV98CBA/nxxx+l8qdPn8748eOl4VlfX1/eeecd7t69K53MqlNaWoqjo6Pa8mbNmnH8+HGA\nasfvy6/Iy992W05PT4+ioiKN6wwcOJC1a9cSERHBtGnTyM/PJzQ0FF1dXUpKSqR8BgYGtGvXjnPn\nzqm9nfDBgwdkZ2fTokULXnjhBdq1a8eaNWuk9Xfu3EnTpk1ZsmSJ9NrqTz/9lEGDBnHy5El69+6N\nnp4e+vr6tGzZEoCGDRsil8ul/wFMTU2ZM2cOOjo6+Pr6smrVKgYPHkyfPn0AeP3116Ur/sLCQnx9\nfRk7diwGBgYAUuCQmppKixYtGDlyJN9//z0ff/wxhYWFDBgwgNdee63KbVyftAoI/vvf/zJ37lys\nra0pLS2VlhsZGeHn50dgYGCtNbBOiIBAEJ4pd+7cAcpOdhV5enqybt06PvjgA86fP0/z5s1VrtYs\nLS1p0qSJ9P+wYcOIjY1l6dKlpKamcvnyZa5du0a7du1UyjU3N5f+NjQ0VEkvP3lWvJpv37699Hf5\nyaRiGfr6+lJ+c3NzXnvtNaKiorhw4QJpaWkkJycDqPweV0cmk0nd2RU1aPC/juIJEyZovEIHCAkJ\nwdPTU+27QFnQUv49HtWhQwdWrVpFcHAwW7duxdDQkGnTpnHhwgWVbQ1lJ+TyfVeRiYkJ7777LosW\nLSIyMpKePXvSp08fBgwYAMClS5ews7OTggEACwsLmjVrxsWLF+ndu7fGtj3K3NxcCroMDQ2lZeUq\n7pfmzZszZswYoqOjSU5OJjU1lZSUFEB1v4SGhjJw4EAaNWrEwoULtWpHfdEqIHj48KHG2aNQdrA/\n7m6rOicCAuFp4xjxxF+l16fyH/VHT5guLi7MmDGD3NxcZDKZSje2JoGBgRw7dozhw4fTv39/Zs6c\nKXUZl5PJZConVUDt/0fp6qr/9FY2OfvixYv4+Pjg4OCAu7s7gwYNQi6XM3ny5Crr0KRiIKJJWFgY\nDx8+1JjWvHlzGjdujKGhIZmZmSppmZmZasMIFXl7e+Pt7U1mZiYmJiYUFxezePFita7z0tLSSrfd\n3Llz8fHx4aeffiI2Npb58+ezd+9etm3bhr6+vsZ1FAqFSpBQnZrsl4yMDEaNGkWrVq3o06cPvXv3\nxszMTLotv1xqaioPHz7k4cOHnD9/HldXV63bU9e0CghsbW3ZtWuXynhcuW+++eZv3R/8RBEBgSA8\nU8zMzAC4d+8eL730krTcwMAAJycnTp06hZWVFdnZ2Vy7dk26Crx69ar05NXs7Gz2799PZGQk/fv3\nB8pe9Hb9+nXatm1bZ99lz549tGnTho0bN0rLdu/eDfDYZ8pXdVIv5+joyJkzZ6Sub4VCwZkzZxgx\nYoTG/PHx8URGRrJ582Zpv3zzzTcYGhri5OSkkvfevXtSnoquXbvGpk2bWLBgAT4+Pvj4+PDNN98w\nc+ZM7t69i4WFBYcOHaKkpEQKAC5fvkxubi4WFhYa2/VP7447fPgw+fn57NixA5lMBiDdxVK+X/Ly\n8pg/fz6jR4+mtLSU+fPnExMT88S+JVirgGD69Om8++67vP766/Tq1QsdHR2OHDnCunXr+OGHH1QO\n1KeSCAgEodalpaWpzYw3NjaWHouek5PDiRMnuHz5Mvn5+VKe8m5qpVKpcWa9nZ2d2tBAq1ataNWq\nFcnJySqvbS8v7+TJkyxZsgRbW1vmzJlDUFAQCoVCuvrX0dHByMgIIyMjjh07hrW1NXl5eXzxxRfc\nvn27TntFW7duzc2bNzl16hQdOnQgPj6eTz/9FFDvuq9OVlaWxuUGBgZan6R8fX15//336dy5M25u\nbmzZsoUHDx6o3M+flZWFoaEhjRs35uWXX+b8+fMsW7aMMWPGkJKSwieffMKkSZNU6szNzeXWrVvS\n8VBRs2bNOHLkCMXFxUyYMAGAI0eOSLcQvv3222zfvp358+czadIkcnNzCQ0NxdraWm0+Qjl9fX2u\nXr3K9evXtZ6HUVHr1q3Jy8vju+++w8HBgZSUFMLCwoD/7Zfy5yzMmjULpVLJ8ePHWbx4sbT8SaNV\nQNC9e3e2bNnC8uXL+eKLL1AqlWzatAkbGxvWrVtX6QZ/aoiAQBBqXXR0tNoYtpOTE7t27QIgOTlZ\n5Tkn5f7880+g7EpUU/qWLVvo0aOH2vI+ffpIt+tV5OnpKV3EfPbZZ4SEhODj40OTJk2YOHEiSUlJ\n6Onpoaenx8qVKwkPD2fw4MGYmpri5eXF+PHj+f777//eRvgbxo0bx5UrV5g5cyalpaVYWFgQEhLC\n/PnzSUxMrPQK+FGlpaV4eHhoTPPx8SE4OFircry8vFi0aBFr164lPDyczp07s3nzZpVhZQ8PD6ZM\nmcLUqVMxNTVl3bp1hIeHs3PnTszMzJg6darakynj4uIwMTFR6zUAaNKkCRs2bCAiIoIRI0agUChw\ncXFh/fr1NGjQgBYtWrB582YiIiJ44403MDAwwNvbm4CAgEqHDHr16kViYiKDBg1ix44dWn33igYO\nHEhiYiKhoaEUFBRgbm6Ov7+/dAdEaWkpX331FRs3bpRuff3444/x9/enX79+0kTFJ4mOsoZ9Tg8f\nPiQ3N5fGjRs/sd0e2kpISKAbgLExdOxY38154iUkJKhdbQlVE9us5h7XNrt06RJvvPEGP/30k1oP\nApR1T//xxx94enpKXb5ZWVl4eHiwY8cOnJ2d/3Eb6sqzcJz5+/tjbW3NtGnT6qS+Z2Gb/R1VfW+t\nH0y0a9cuZs2ahb6+vtQV179/f42zVgVBEOpbp06d6NevnzTe/iiZTMb06dNZvXo1169fJyUlheDg\nYNq3b6+x2/pJpFAoyMrKIicnh6ysLI2fp+FttNeuXePcuXOMGzeuzutWlKpOLH2en2Co1ZDB9u3b\nCQsL46233pKWtW7dGmdnZwIDA9HR0Xm6nw/+HB8AgvAsCwwMZNSoUYwcOVLtTiljY2M+//xzVq5c\nSVRUFHp6eri5ubF58+YazUyvT5mZmRone1c0ZMgQli1bVkct+nuWL19OYGBgrb3HoCq513Jp9tL/\nepDkD+XoGTwd+/9x0yog+PLLL5kyZQoffPCBtOzFF19k8eLFtG3blo0bN4qAQBCEJ46pqSlHjx6t\nNN3d3f2pngPVunVrLly48NR3f69atare6laWqv7+KxVKlErlc/mOHq2GDNLT0zVO9ADo1q2byjO3\nn0oVAgKlEip54JYgCILwjFEbMlAo4Tm9RtQqIGjbti2nT5/WmJaQkKDVvatPtAoBgUIhOgwEQRCe\nF4/2EKD8/6DgOaTVkMHIkSOJiIhALpfTr18/TE1Nyc7O5vjx42zatInp06fXdjtrlwgIBEEQnkua\negie14mFWgUEvr6+ZGRksHXrVjZt2iQtl8lkjB07VnpQxFPrkSEDQRAE4dmnkCtQyBUU3C1AV18X\nWUMZSqVS9BBUZ+7cufj7+/P777+Tk5NDkyZNsLe3r/QdB5UpLS1l5cqVHDx4kPz8fOnVoC1atNCY\nPzExkbCwMJKTk2nVqhX+/v4qb4u6d+8eS5Ys4eTJkyiVSul95a1bt9a+URWigPx8eORFXoIgCMIz\nSFGqQKlQUvygWBo6EHMItJCSksJXX32Fp6cnQ4YMoU2bNqxYsYIrV67UqMLIyEgOHjxIeHg427dv\nJz09nalTp2rMe+/ePSZMmECXLl04cOAAY8eOJTAwkNjYWCnPrFmzuHHjBps3b2br1q1kZmaq3A2h\nlQoBQWGh6CUQBEF4Lvz/b71SqSzrLShRlM0heE5PAloFBL/88gtvvfUWMTEx0rLi4mLOnDnDm2++\nyR9//KFVZcXFxWzbto1Zs2bRs2dPunTpwooVKzh79ixnz55Vy79v3z6MjIwIDAzEwsKCsWPHMnTo\nUDZv3gyUvTji119/xc/Pj86dO2NjY8PkyZNJSkqS3tutlUfmEAiCIAjPPmloQAmlJaUo5GU9Bs/r\nkIX6jBoAACAASURBVIFWAcHKlSvp27cv+/fvl5bZ2dlx5MgRevXqRUSEdq9hTUlJIT8/HxcXF2lZ\nu3bteOGFF4iPj1fLHx8fT/fu3VVeh+ni4sLZs2dRKpU0atQIQ0NDoqOjycvLIz8/n+joaNq3b0/T\npk21atOjlErRQyAIT5Lo6Gg8PDywt7fnv//9L5cvX+bHH3+s72YJz4DyngCl4v97CP5/CEEMGVTh\n4sWLjBw5UuM7v0eMGCG9fKQ66enpgPorNs3MzKS0R/NryltYWEh2djZ6enr8+9//5vTp0zg7O+Ps\n7MyZM2fYsGFDte8jV1F+UCihpET71QRBqH3h4eF4enpy5MgRPDw88Pf3JzExsb6bJTwDFCVlXcKK\nUgWlxaWUFv2vl+B5pNWkQiMjI65du6bxiV43b97EwMBAq8oKCwtp0KCB2mNBGzZsSJGGpwE9fPiQ\nhg0bquWF/71e8urVq1haWjJ16lQaNGjAqlWrmDJlCrt27dLq5UvJyckoZTIKS0ooKdHh8mUDzM0f\n0rixGDvQJCEhob6b8NQR26zmKm6z3NxcWrRoQXp6Ounp6Tx8+JBbt26J7foIsT1q7vTx08gL5CrL\ndA11adS8EXpGz9/ji7UKCPr378/KlStp06YNXl5e0vJffvmFVatW8a9//UuryvT19VEoFMjlcnR1\n/1d1cXGxxqBCX19f7X3f5f8bGBgQHx/PqlWr+PHHH6WehDVr1tCnTx8OHjzI2LFjq22TjY0NyGTQ\ntStFRaCnB506wd8ccXimPe2PR60PYpuVOXDgABs2bOD69eu0bNmS4cOHM2XKFBo0aMCxY8dYs2YN\nV65coVmzZri7u/PJJ5+Qnp5O3759AVi/fj2HDx/mhRdeICMjgwMHDnD69GmOHz+Ot7c3Y8aM4ddf\nfyUuLo6WLVsSGBiIXC5n2bJlZGVl4ezsTHh4uHRX1Hfffcf69eu5dOkSOjo62NjYsGDBAuzt7Tly\n5AgzZsxg/fr19OrVC6VSyfjx48nJyWHPnj1qFylPAnGc1VxCQgJdunShOE/1HNOwcUMat2qMQTPt\nLnSfNlUFjloFBDNnziQxMZGJEyfSqFEj6cFERUVF2NnZERAQoFVD2rRpA5S9YrT8byh7QYempx22\nbt2arKwslWWZmZkYGhrSpEkTfv/9d1q2bKmybtOmTenQoQNpaWlatQmQhgzEhELhaXE04Cjn952v\nl7o7v9WZ/hH9tc5f/hbBFStWYGtry59//sns2bMxNzfH0NCQGTNmMHPmTPr168f58+cJCgrC0NCQ\nBQsWEBsbS69e/8femcdHUWV/++k1e4AkQNgRUEEQEARcQAZHcQWVRR0dGHUAN3QQRVE2ddQRRMXt\nFXcF9KeigCMq7uI6IDtI2IIsYQ3ZO+m1qt4/qqvTS3W6OulAgPvwyYdO9a17b1d3+n7rnHPPGcgD\nDzzAkCFDMJvNDBs2jEsuuYSxY8cGxnjppZeYMWMG06dP58knn+S+++6jU6dOPP3001RWVnL33Xfz\nxhtvMGnSJDZs2MCECROYOnUqAwcOpLi4mCeeeIJp06bxySefcNlll/HNN9/w8MMPs3TpUj7++GPW\nrl3Lxx9/3CDFgKD26LkGZEk+aWMIDLsM3n//fZYvX87q1aspKysjPT2d3r17c+GFFxr213fu3Jm0\ntDRWrlwZKIZUUFDAvn376NOnT0T73r17s2jRopBCEytWrKBXr16YzWZyc3MpKiqiqKiI7OxsQHVL\nFBQUcM011xiaExAhCERQoUCQOPbu3YvJZKJly5aBn7feeovc3FzuvvtuLrvsssDi3r59ezZs2MD8\n+fOZMGECTZs2BSAjIyNwd2+xWEhNTQ3JgXLhhRcG8pNce+21fPvtt0ycOJEzzzwTgPPOO4/t27cD\nYLPZmDFjBtdffz2gBjaPHDmSqVOnBvqbPn06V155JVOmTOH777/noYceomPHjvV8pQRHHZ3vekU6\neXcZGE5MZDabGTRoEIMGDar1YHa7nRtuuIFZs2bRpEkTsrOzeeSRR+jbty89e/bE4/FQVlZGo0aN\nsNvtjBgxgtdff50ZM2bwj3/8g19//ZWlS5fy2muvATBo0CByc3OZMGECDzzwADabjeeff56kpKSQ\n5EWxcLvBrkA8RgWB4Fgy+KnBcd2lH0sGDBhAjx49GD58OO3ataN///5ceumltGzZku3bt0f8rXbp\n0gWfz8fOnTvp0aOHoTHatWsXeKy5H9u2bRs4lpycHNiK3KVLFzIyMnjllVfYsWMHu3fvJi8vDznI\nRNioUSMeffRRbrvtNvr37891111X69cvaLhEsxCcrHkIDAmCadOmxWzz73//29CAEyZMwOfzMWnS\nJHw+XyBTIcDatWsZPXo08+bNo1+/fuTk5PD666/z2GOPcfXVV9OyZUtmzpwZCG5MS0tj3rx5zJo1\ni3HjxiFJEr179+bdd981FFCo4fWZsMkKTqdqhThJPwsCQb2QnJzMggUL2LhxIz/++CM//fQT7777\nLnfddRfJyckR7bWFOTjOKBZ6baNZLn/77TfGjRvHX//6V3r16sXw4cPZtWsXM2bMCGn3xx9/YLFY\nyMvLo7i4OO6srIKGjaIoSF4p8risUHWkiqTMJKxJxj+DJwKGXu0vv/wScayqqorS0lIaN24cMMsZ\nGtBqZfLkyUyePDniuX79+rF169aQYz179gzJfxBOq1at6lxL2yeZ/CpACAKBINH88ssvrFu3jjvv\nvJMzzzyTO++8k4cffpjPP/+cjh07smbNGv7+978H2m/duhWbzRZyhx9MXevUv/POO5x//vnMmTMn\nZI5AwD25adMmXn75ZWbPns3cuXOZPn06L774Yp3GFTQwZFBM+l/23iqvuiXxJEtjb0gQfPfdd7rH\n8/PzGT9+fFzm+YaITxIiQCCoL2w2Gy+99BIZGRkMGjSII0eOsGLFCnr27Mnll1/OuHHj6NKlCxdf\nfDF5eXksXLiQkSNHkpGRodtfWloau3bt4tChQ7UqvZ6bm8sPP/zAunXryM7O5ocffuCdd94B1F1M\nJpOJBx54gAsvvJDLL7+c1q1bc91117FkyZLj/rtOUE0st8DJ6DaII3tPJB07duSuu+467pWzx2sO\n8SWdhJ8DgaDe6Nu3L0888QQffvghV1xxBXfeeSd9+vRhypQpDBgwgJkzZ7JkyRKuvPJKnnrqKS69\n9FKmTJkStb+bbrqJH3/8kaFDh4b4/Y1y9913c8YZZ/DPf/6T4cOH89VXX/Hkk08CajG1Z599lsLC\nwoArs3v37owePZrHH39cN4Ga4Dglxve8IiuU7yvHWeI8OvNpAJiUOsqgH3/8kfHjxxuuZ9CQWL16\nNb2B/AI7bQd3YcNm1WByyikg3IWRiL3O8SOuWfyIaxY/4prFz8pfV9I6qXXU57M6ZuEqc2FPs5Oa\nk3oUZ1a/1PRZMeQyOHToUMQxWZY5cOAAzz///HG/HUeSTMJCIBAIBCcTMb7ntXwEJ9MWREOCYODA\ngbqBPIqikJycfNy7DHxCEAgEAsFJheSWIHKTSwCfy6dWPjwOFgRFVjCZ6xZsCwYFwRNPPBEhCEwm\nE+np6fTr1y9q8M/xgiSfXCpQIBAITnoMxBAoyvGRpEiWZCxmS537MSQIhg0bVueBGiqr81Tf0B9/\nENhichwIQoFAIBDUgVh3/rJXxufyYUtp+EWOJLeExWZB9smYrepegeDHRjHcesmSJSxfvhxQc5MP\nHTqUvn37Mn369IgCRMclQgUIBALByUOMDSpepzfgNmjoaAWavE5v4JjkleKeuyFB8Oabb/Lggw+y\nebNaTOXhhx+muLiYa665hmXLlvH888/HNWjDRMQQCAQCwcmCEQuBkXYNAZ9LLeEseaozL9Ym/sGQ\nIFi4cCFjxozh9ttvp6CggHXr1nHHHXfw4IMPcu+99/LZZ5/FNahAIBAIBMcKySPhLffW2EaWtGp3\nR2FCdcRb5aV4RzHeyqDXVIsdEoYEQUFBARdccAEAy5cvx2QyceGFFwLQoUMHioqK4hq0QRJ03Y4D\nQSgQCASCWiJ5JXWXgQGOB5eBLMm4ylwhtRkURYlbzBgSBFlZWYFFf/ny5XTo0IHc3FxAzTuek5MT\n36gNEUW4DAQCgeBkQPYZz3B5PLgMtIVfkYLWMVmhqqgqrm4MCYJBgwYxe/Zspk+fHkgZCvDWW28x\nZ84cBg8+Psqw1sjx8KYLBAKBoM7EIwhcJS58bl89ziZxuCvclO8rB9R5V+yv0K3oGA1DguDBBx/k\nvPPO4/fff+f666/nlltuAeCDDz7gwgsvZMKECbWYegNDWAgEAoHgpEALGDTC8ZCLINiKoVkJAqIn\njqkbykOQlJTEo48+GnH8v//9L3a73fhoDRohCAQCwdHh4osvZujQodx1113HeionJcHR+IZo6GtC\nSAxcqCCIx+VRp2qHJ44YoOG/4QKB4ITA4XCwd+9eunTpcqynctKibdMzyvFkIdDWMu01xjP3OgmC\nEwrhMhAITnqORpK1vLw8FEXh9NNPr/exBPrEGyjY4AMLg/WAXwAEhEAcUxeCQKOhv+ECwQnA+vXr\nGTt2LP369aN79+4MHjyYTz75JOHjlJaW8tBDD9GnTx/69evHK6+8wssvv8yll14aaCPLMmeddRZv\nv/02jz32GOeccw5XX301AG63m+eff56LL76Y7t27M2zYMFatWhUyhpE2DoeD6dOn07dvX/r168dr\nr73G5s2bSU9Pp3VrtfTuVVddxbRp0yJew3333ccNN9yQ6EsjIP47fp+z4QYVyj45NIZAEwRKmDAw\nQNQYgn379tGqVavazvG4RmgDgSDx7N27l9GjR3PDDTdwyy23YDab2b9/f8LLp3s8Hm655RYqKyuZ\nOnUqmZmZPPvsszgcDrp37x4yn6qqKl5//XUuvvhinn76aWw2Gz6fj3HjxpGfn8/48eNp06YNCxcu\nZNy4cXz11Vfk5OQYauPxePjnP/9JZWUlDz/8MCkpKTzzzDO4XC46d+4cKBjXo0cPNm7cGPIaNmzY\nwGeffcYHH3yQ0Gsj8BPnd7y3quYkRseS8F0E4RkK47FuRBUEw4YN46WXXuLss8/mwQcf5I477qBN\nmza1mO5xgnAZCAT1yi+//ILJZGLIkCF06tQJq9WK2Zx4I+Wrr77Krl27+Prrr8nOzgYgIyODG2+8\nkWuvvTbQbtu2bQAMHz6ce+65J+T8DRs2sGjRIk455RQA+vbty6BBg/jyyy+58cYbefPNN2O20eax\nbNkymjRpEjIPLdEbQPfu3Vm0aBFut5ukJLXC2hNPPMEVV1wRImAEiSNeC0FDdhmEvxZZkkOPJWKX\ngdvtZseOHZx99tksXryYv/3tbye2IBBRhYLjiEnAwmM09kjgqVqc169fP1JSUrjmmmsAuPnmm5k8\nebJu24qKCg4fPhyzz3DrgizLLFiwgJtuuikgBoCAeb5z586BY1u3biUlJYXbb7895Py33nqLq6++\nmjZt2uDzqaZik8lE27Zt2b9/v6E2kiQxf/58rr/++oAYAALiIXgePXv2xOv1kpeXR8+ePfn888/Z\nvHkzzzzzTMzXL4gfRVbi2puvnlQ/c6kr7gp3xI4Jn8tH8Y7iwO8JsRCcd955PPzwwzzyyCMAXHfd\ndVE7MZlMgcJHxy0idbFAUK94PB4uu+wyevfuTZs2bWjZsmXUtsuWLWPq1Kkx+9y6dWvE7yUlJQwa\nNCjk+KFDhwBCAvm2bdtG3759SU5ODjlWXFzMe++9x3vvvRcx3oABAwy3KS0t5aKLLgp5rrCwEAgV\nBB06dCA9PZ2NGzfSpUsXZs+ezc0331zj9RHUntrkFWiouwx8Ll9EkiVFVgLVD9UDxvuLKgieeuop\nPv30U0pKSnjuuee49tprA+mKT0iEChAcRzxF7e7SjxXFxcXcdNNNvPfee4G75JoYOXIkI0eOjHsc\nzaoQbB0A+P3332nUqBEtWrQIHNu6dSuXXXaZ7vlvv/026enpEf23atWKTZs2xWyjxQSEz+Prr7/G\nYrFw2mmnBY6ZzWa6d+/Oxo0bqaqqwu12M3bsWMOvWRAftVncG6rLQPbJMbMuJsRCkJaWxvXXXw/A\nr7/+yujRoxMe/NOgEDEEAkG9sWLFCsrLy+s9UFkzz+/evTtwh11RUcE777wTYh1wuVzs2bMn5E4d\noFmzZoDq6+/WrZvuGEbaaPP4888/A/MoKSlhwYIFtG/fPhAroNG9e3eWLFnCN998wwMPPKArNAQJ\nohbf74qs4CxxktIkJfHzqQOeCg8mi6nmRonOVDh//nwAduzYwcqVK3E4HDRp0oRevXqdOCIhSAXI\nxrNaCgQCAzRu3Bifz8eECRO47rrrsFgsbN26laysrEBMQSLo3LkzLVq04PHHH2fixIlIksTcuXNx\nuVwhiYC2b9+OLMsRgqBTp0506dKFe++9l9tvv51WrVpRXFzMhg0b6NSpE9dcc42hNp07dyY3N5fH\nHnuM++67D5/Px0svvRQxD40ePXowd+5cTjvtNEaMGJGw6yGIpFbmfyW0cFBDQZZkiDMcoiYMCQJF\nUZg2bRoff/xxiPnBZDJx1VVX8Z///Cewheb4RVgIBIL64txzz2Xq1Km899573H333djtdjp37syk\nSZMSOo7dbue5555jxowZTJgwgU6dOnHHHXcwZcoUzj777EC7bdu2kZqaStu2bUPOt1qtzJ07l6ee\neorZs2dTXl5O06ZNOeusswILtZE2drud559/nunTpzNhwgRatWrFLbfcwosvvqibkCgrKwuA+++/\nH4vFktBrIghFluK/41NkpVbn1SeauyCWy0BrY7bG3tFjSBC88sorLFmyhHvvvZchQ4aQk5NDYWEh\nn376Kc8//zwdO3Y8/n1eQSJAWAgEgsQzatQoRo0aVe/j9OjRgyVLlgR+nzdvHmazmYEDBwaODR8+\nnOHDh+uen5uby9NPP13jGEba9OjRIyLpUvC2x2Dmzp3LBRdcwIABA2rsU1B3JHf8t9SKojQ4C4He\nDgM9fC4f7gq3IXeHIUHw0UcfcdtttzFmzJjAsdzcXMaOHYvb7eajjz46bgVB52kj2DrjvRDLhySp\nP4oCFgsc98YPgeAkYcWKFaxdu5Zu3brh8/lYvnw5CxcuZNasWRF++2ON2+1m69atLFu2jP/973/1\nkrFREEmtggoboIXAaGyALMmG2xoSBIWFhfTu3Vv3uV69evHqq68aG60BkrZrM9bSI3ibVe+gcDgg\nPx8qKuD00yE9XRUHtREGtT1PIBDEj8vl4tNPP+Xll1/GZDLRrVs35s6dS//+/Y/11CJYuXIlY8eO\npXXr1jz77LO0a9fuWE/ppKBWOwYU1bLgKnWR3Dg5dvujgFFho0jGt1kaEgRt2rRh7dq1nHvuuRHP\nrV27lqZNmxoarKFi9rojjkl+S4zmPpBl1VoQL5IEVkNXWSAQ1JWBAweGuAYaMgMGDGDLli3Hehon\nHbXddih5GpggMChswlMZ14ShpWrEiBE888wzpKamcvnll5OTk8ORI0f47LPPeOWVV7j11lsNDdZQ\nMXtcEZGE/uRjdRYEIh5BIBAIGhC13HaoKMYX1qOBUWETkcq4BgwJglGjRpGXl8eTTz7JzJkzqyek\nKAwdOjQk9efxiNnjRvuU/PQTlJaCv+hZYEGv7edASuCWEIFAIBDUjVpvO5Tjz3BYnxgNjvS5fImN\nIbBYLMycOZOxY8fy+++/U1ZWRmZmJn369OHUU081NpIfSZKYM2cOixcvprKykgEDBjB9+nRycnJ0\n22/cuJHHH3+cvLw8mjdvzh133BEoUQqqKHn11Vd5//33KSkpoWvXrkydOlV3r280VAuB+lircXLp\npWCzgdvvTajtnf7evdCqFaSl1e58gUAgECSO2tzlB9IdNxw9YDjIMR4hE1epsU6dOvG3v/2N2267\njRtuuCFuMQDwwgsvsHjxYmbOnMmCBQs4ePAgd911l27b4uJixowZQ9euXVm0aBGjRo1iypQp/Pzz\nz4E2L730Eq+99hpTpkxh0aJFNG/enLFjx+JwOAzPyeR1R5gAvP5ql+GxBPHicFSLCoFAIBAcY2q5\nqCtSw3IZxPM6jM478bVHa8Dj8TBv3jwmTpzI+eefT9euXXnmmWdYs2YNa9asiWi/cOFC0tPTmTJl\nCh07dmTUqFEMHTqUN998E4DKykpef/11Jk+ezEUXXUSHDh149NFHsdvtcRVb0osh0ASBdri2gkBR\nRByBQCAQNBRqa/avTVGk+iQecRJS7KgGjqog2LJlC5WVlfTt2zdwrHXr1rRq1YpVq1ZFtF+1ahV9\n+vQJqZnet29f1qxZg6IorF69GrfbzaWXXhp4Pj09ne+++y5kjFiYPaqFIPj6akGFdRUEwX0IBAKB\n4NhSp7v8hvRdHsdcJLdk6HUfVUFw8OBBAJo3bx5yvFmzZoHnwtvrtXU6nZSUlLBr1y6ysrJYv349\n1157Leeddx7//Oc/2bFjR1zzMntcgMLKldXHNEEgSarZv7IyflGgXX/N2iAQCASCY0td7vKPVwuB\n7JORvbEXMENBheXl5WRmZhoePBpOpxOz2YzNZgs5brfbces42l0uF3a7PaItqO4Hh8NBZWUl//73\nv7n//vvJycnhtdde48Ybb+SLL74I5AePRcnB/ezYsYN1Wy2AWplsy5YdFBd7SUqSMZsVXC4z7du7\nSE6O402QYevWVPbv93HggDGTTUNn9erVx3oKxx3imsWPuGbxI66ZMSoLKvFWqHdpeXl5cZ1rsVvI\ncGbUx7TixrHbga/KZ7j9HscerGk1L/mGBEH//v3561//yjXXXMOAAQNqXcgoOTkZWZbx+XxYg7L1\neDweUlIi8ywnJyfj8YQupNrvKSkpWK1WnE4nDz/8MOeccw4As2fPZuDAgXzyySfcfPPNhuaVk5GG\n1LET6460DBxr164T7dtDUhKYzeB0QufO8e0WkGX13KwsMFACvsGzevXqqBkrBfqIaxY/4prFj7hm\nxiluVIyrzEVeXl5cu9FAFQTNz2weu+FR4Ej6EcOxAQDZp2aTlJlUo3A05DJ46KGHOHDgAOPGjeOC\nCy7g6aefJj8/3/BENFq0aAGoqZCDOXz4cIRrANR6CXptU1NTycjICJxz2mmnBZ5PSkqidevWFBQU\nGJ6XFlToclUfC3YZhCcpMopm0RExBAKBQNAwOFFiCIy4AELaG9imaEgQXH/99bz//vssW7aM4cOH\n8/nnn3PFFVdw7bXX8v7771NRUWFoQp07dyYtLY2VQc76goIC9u3bR58+fSLa9+7dm1WrVoW8gStW\nrKBXr16YzeaAIt64cWPgeZfLxd69e2nTpo2hOc1jFFcvv4ct+Tbeeqv6eLAg0LYe1vZzJASBQCAQ\nNAxOlBiCWGWPI9obEBBxBRW2b9+eCRMm8O233/L++++TlJTEI488Qv/+/bn//vtj+mPsdjs33HAD\ns2bN4scff+SPP/5g4sSJ9O3bl549e+LxeCgsLAy4BUaMGEFxcTEzZswgPz+f+fPns3Tp0kDVxdat\nWzN06FAeeeQRfv31V/Lz83nooYcwm80MHTrU0Gu6ixf4veRUlq9MITh1QfAuA80yoBP3WCPaeV4v\nrF+v/sSRHkEgEAgEiaYuBoIGdHcX71yMlEqOe5fBhg0beOyxxxg/fjyrVq3i7LPP5l//+heHDh1i\n+PDhLFiwoMbzJ0yYwJAhQ5g0aRKjR4+mZcuWPPfcc4BaKKl///6sXbsWgJycHF5//XU2b97M1Vdf\nzYIFC5g5c2ZIkaXHH3+cSy65hEmTJjFs2DCKioqYN2+e4YDCchoB4HKHphnW2xlQW5eB5nbw+UQq\nY4FAIDhWOIudeJ112PZVD3rAXV7LzHVxzsWIRcFQUGFBQQH//e9/+e9//8vu3bvJzc1l5MiRDBs2\nLGCav+WWW7jnnnt44YUX+Pvf/x59QKuVyZMnM3ny5Ijn+vXrx9atW0OO9ezZk48++ihqf3a7nQce\neIAHHnjAyEuJSrkjtHKRTyd4M15xqAmIYBHQgASmQCAQnFRIXqluLgN/gaPaBtbrIfvkWvUZr4XA\nSHtDguCiiy7Cbrdz0UUXMW3aNM477zzdyXfq1Ik9e/bENcmGwu8bQ0ta6lkIaisIgi0LImuhQCAQ\nHBsSEQOgyAomS+IEgVZrIJ4+a1WPwcBrNyQIpk2bxpAhQ2LmIrjzzju58847jc2ugbG/MDQ3Qn1Z\nCIQgEAgEgmNEAiy0PpcPe5o9dkODKEotiibV5nUYOMdQDMGXX34Zsf1PY8uWLVx11VVxzash8SKh\nAmbcOPX/RAqCWMcEAoFAUP8kykKQSGpTVvmoWwiCt/utXLmS33//neLi4oh233//Pbt37457cg2F\nUZb3GC+9BECXLmoSIUiMy0CvvYghEAgEgqOPoij4XMYz+0XvKP5TJI+Exa7GqcmSjLvMjcliIrlR\nMijgKnWRkpWC2Wowzr8Wc1AUJWYugqiC4OOPP2bx4sWYTCZMJhOPPPKI7gAAQ4YMiX92DYQkuwJO\n9XFyMmgJFBNhIZAk9ZzgcAthIRAIBIKjjyIruMpcsRsa6Cde3BVuUrNTAdXlUPJnCdYkK8mNklEU\nhfK95ZhtZlKaRGbs1Z1DLS0E3qqad1hEFQRTpkxhxIgRKIrC3//+dx599FE6duwY0sZisZCRkUGH\nDh3inlxDwWy3YXLKKJhJSootCLQfcwwhJ8tw3XVq7oEvvqg+7vGofVut1amNtb4TGLgqEAgEgmAS\nZJ2tzWIcnBRIkZSQfjSBIbmN70mvldtCiZ2cKKogSE9PD2QCnDdvHl27diUtnkT+xwmyPZlHkp9k\n2en/YsS1aVRVqcf1XAZaLgGHA5o0qbnfsjL45pvI40eOqPURcnPVNk2aVI8VVvNJIBAIBAkiUb5/\nIwl+wgnOAaCZ7QPz8f/nqYyjAF4t3RaSt+a5RxUEn376KQMGDKBx48YcOnSIQ4cO1djR8eo2oMwU\nxAAAIABJREFUkO1JPGidxeX3D4fTTw8s4noWAlDv6o2Y/YPbaBYBDU1gam1EXIFAIBDUL4nKMhhv\nDQEIFQSahUBb1DVhEE+/tRE3siTHPC+qIJg0aRIffvghjRs3ZtKkSTV2YjKZjmNBkIzZ4w6sytpd\nejRBEJzKuCaCP3tud82CQJaFu0AgEAjqk0RZCGrlMggWBHKoqyDcdVBfczAyRlRB8O2339K0adPA\n4xMV2Zbkr3aovmE1xRCAungbeS+CRcOsWTB9Olj8yRDDqyAGxxIIBAKBIPEkZIcB8QsLRVFwV7g5\nvOkwUC0OFEXh8KbDATO+z+XD5/ZhTao5PZDP5aMkv6QWMw+yTkQh6sitWrXSfXyiodjVDIUmjweF\naguBJ4o7Z/9+SE+P3W95efXjzz6Dv/0NOnf2j6ljIRCCQCAQCOqPhOUPiHf7uT/PgM8dKUiCjymK\nsXwEsk+OGQsQjVjxD1EFwbRp0wwPYjKZePTRR43PqgEh25MAMHtdSIpCUpJqu3dHqTfhdEJqaux+\nfT7IyVGDCAFcQbtd9ASBiCMQCASC+iNhLoN4+4mjuVFBUFtqHVT4yy+/GB4kkYUejjayTbUQmD1u\nJNQdABDdQmA0qFBRQlMWBwsMvaBCIQgEAoGgHjlG2w7jEhAGmtalWmOtXQbfffddrQc9ntAsBCaP\nCxSF5GRV3Pz3vzBggLo9sG3boPZxCILgOIQfflADB5s3Vy0HWl/a/0IQCAQCQf1xrCwE8QgIQ33X\n4WXUOqjwZEG2V1sIUJRAfEBlJdxxhxpT8PXX1XEDshw94BBUy4KWoTC43cKF6o/VCr/+qgoDn09t\nW16uWiZOwDQPAoFA0CBI1LbDeBfkeEz8RtrWtXxzTUQVBN26deO9996je/fudO3aNaZbYNOmTbWb\n4TFGCYohQFECd+8aXi+UloYGEuolLdKoqFDjBRQl0u3QpQvk5cG+farVwe1W+zpyBOx21RohEAgE\ngsRzrLYdxpOB0EjSozoJmxinRhUEt912G82bNw88Pp7jBGoiOIYg2tUKDzCs6f3QshlqloK0NNXa\nANCtmyoI3G71uWBXgahxIBAIBPVIogwEx7HLIBZRBcH48eMDj++66676m8ExJrDLwOOKeqGj7TjQ\nQ5LUH21XQVJStSBIVrUHLpcqGoQgEAgEgqNDolwGklvCW+XFlmos13y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nzw+xWPzxxx/c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\nH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c0UFdEnCMXTcXpn6NTK7m646y743Ofg3nvhwQdh+XJhFGzf7rX73e/E/7RBIMu8bQvG\nv18xMhWwG+r0jMckbRAsXw5Ll3pOhu09mzLXCtJUCRuwM8aVP7qLifFXqY7/hfKO58U5oeWQOwFS\n2d+HUYcEJ0NALOp4GT1Wn2MIDVcVcwQjeN9hoGfU1SAomfLuNVsOhoKx4gXe8EbDoHVptcI0DjX+\nL0mSV7vgUCIdktjHewmTHFFSYTweR5ZlfL7c2aWmaSSHoHUnEgk0TRvUFhiSI/DII4/w0EMPceON\nN1JY+O4so7179wJQ3t1NLdC0Zw/Na9cCsMfvJyHL3DF1ak7a3eK3v45uDc77lh98nYK+p+hZOIto\nd4y5374DgAdfuguAaExs060VkeeK1QDMM+th/ef47FmNcNSnALDMOHS5ZBXXIOhK7mL5rhgdnbVA\nEa89GmVq1ztMrK1F9cGft6/j+3s9YaFsKKhEUn08/1YE/nwdAOsAs34fF164Dk3yoaFjkGTXjj10\ntYeIJfrpUAPEggp6vA857Gfdjl0ErBRaYni27rJdf6WrP84PjynDn9oPjsO0ek+MKEaYNetfpTTW\nz3TA1/wnOqIqO7gI0/SusxJ7kxO4F6KwvmUCEhbN+xWUbV0UF3sWc8VvfkN12refFXraXFrKmMce\nI0P5efppAPbIRaxfvZdEFB7tPwcAbcdryMGZ2LbQOo9GYdPmTbTHegChWX7PPdAT2cfpp8R5tPkX\nol2XxebNW2lrChJOtJBwwiRbigiH4lzK9eRbruHoygm0RVQaehqZnT+BjS534vF4MRcHOwHYulVU\nNRur1RI0drG1vheat1IXrUO2YkxAQcYivOs3bCu+mh6/uKf2Jfoxd+Qa1RWBipzMkaHQ1aVSUGAO\nWQLiX4m17jM4gnePkWsmYPQaxJo8Llhvey9IsHPvzkGDY/p5e6+IR8XEsW1r25D7aGn1nsVDOYbs\nk7FTNv0RoWWTiCfe1X4kScoYI7Ii02Q30bejD2RwTAd/uR+9eHgv5RE1CPx+P7ZtY5omquod2jAM\nAoHBsQ6/3z9o4E9/H9j+F7/4BXfffTdXXXUVl1xycGJWGuPHjwcg1C1IWVWFhVTNnZvxDghamMDd\n9fVMSe6nPNlOo38268oupdxsZexbuxl1z5PQABP8fhg9ioa4R0csLBHWZEAvogKQsNYAACAASURB\nVBd4qOYyrt/+fSSgUytmV14tCztX01jgkU/mNTzNyrm7gZsZ/ZUdnHj1KKb6g0gEWXhujD1ritCl\nEKGCMubMmoPsU1jRLKzVqXnz2dYvhJBunHU/uhykRBnH/thOntmk8g7A4lvh7/8DVpCawiLy1CBL\nnSdp15JMmjSB1pBGVU0S1dBJ6Ca+ziZarT7GTp1KiW0yacokzuo4C7/qpyXSgizJ1PfWc+frorpj\nrxTj6DlzIBIWvIEsvaCGGTdR5isA5ywausuo3vtzSgv99OqTcsR/7M4N4NpNk8eLgdqSw/jLplBb\nm/UjPvHEkL/tjKoqCLq1z+++GwIBuqMaPXM+wrh88ZsYEwphO1w9cyVbLqziiaUqLzwtlA4nTalF\n7d7H8YtaWPXaKAD8gVKmTQsT6PNDDC6a9FWmTA7iRyGctElKBUSVaoKBBHmNntuwPzCFzjGfoL1l\nGlWSym/H3cDjm1fzgy33cn9qLB+ZcwOBwulM87vZNpOXQrKTcVoxAdWP3CFjOzZ7krdT+843CGsS\nEydOZHT+aACc3mbiemXO+R9VcRSacuA0q127YMwYkbny74K1a9cyd+7cf3U3/qMwcs08xDpj9BR4\nE7Yt9ha0sMb06dNz2m3dupVp0w4xjDANNvo3IjnSkPuwN9nsZjcn3XwSk6dNfs+71/N0kv1J9of3\n00UXfr//XfVV0ZRMBoTiU6iYVUGb3oaiK5gJk9KppWx4e8Ow2x/RkEFlpXhhtbfnKty1tbUNCg2A\nKK08VNtgMJgpx2zbNjfddBN333031157LV//+tcPqW+ZkIGbZZA2CNJMhCW9vSyKRhmTFDdaRC0h\nqeTTETgKo7sC0p6jhBjR/FlpcGkBn7AspmE3zL2VByZ+BoCLTljGsR96k+15uTdNsK8BdMGraFw8\nmWWn5NMQFpadPyhmx6YhYzous9UW2gIAo/xjM/uZkX8steFZhNVCpuXPJ99xjY5qkf6XMkSfJEki\nJIcpUooznuiYJRNHxrHBskSN77RxpMoqM8tnUltcy6Ixizi+5niW1C7JOoOsdMMs0mAsNBnL58ZL\nJJlEcJz4bCUYmFEoZfM0PKLEYKmB4SpAJZPeuuOOg7lzMWYcjeP3jMmUK/frt/rxBxyqxnjHTOf6\nl5XHc3YJkHR5D0HFj217VrmUqVuQezIpXwnx8GQcSRjCuqJxaoUQeIpaKaziY8CflXqr6BCsyoQC\n0gTClF6OJfuRbSOHVOgMUWzq3RAND1QCYgQj+E9EmkPQ+FYjz37uWXrrew+b/kA2imuLc5QJs7H5\nUVGzJFB6aGmOsnpoQ3Oa7AheISRJkZBVGdWvIisH3u8RNQimTp1KKBRi9erVmWUNDQ00NjYyf/78\nQe3nzp3LmjVrci74m2++yTHHHJMhD373u9/liSee4Ic//CFXXnnlIfdtIKkw/SpNJwDmu0Fl2dXX\nt92UPce28HVkpXx1dENLB6FWz5DpS4j1WtZI9rtxl1IXHMOLlacDsLFodmZd/vNfxGl/B3a9AE9/\nipodwg3e7bJkVVUYBH0dPqyOfhIxWxDq3UEqpHoEBcuSxGDuIt7jrtMiyIpJX8QlqiELtQHHyRQX\njNgKcUkRRBlbrLMPEMzyZ1X160n2kzEIssSHnAEuO0+YpwfZaEe2o6hmM6rZjG57M+y0cZBD2suc\n1DDlkTs7RdBfVXMLEWRVDEs54ppqbgpkysk2COzMMdNIU0Ri/Sr0jCPer7qDqo1i9dHbZpAyJLDt\nnO1sSYTJ4jGFnm63oJSba9IYaxt2ULYzBoF7SolebNkHVgwp3grxZvHnDCYdjRgEI3hfwr2fdz6/\nk5Z1LdimTdX8fzz1byB8YR+2aWdm5NnorRdTyUOtnaDn62ghjXlXz0PL01h03aIDtvcFxLskVB6i\naLwoFheqCGX6UDCmgKIJRQetlnhEQwaapnHxxRdz++23U1RURElJCbfccgsLFixgzpw5GIZBb28v\nBQUFaJrGxz72Me6//35uvvlmLr/8clatWsVzzz3HfffdB8CKFStYtmwZ11xzDYsXL87xJuTn56Pr\n7z7dI+0hsONxZDIhX9JRubA7ChW1Cfe07cZmj7pzKZVPrfB29OAz8OAzpO3CqA/u/uv/AKBnvaBf\nrTiJcefVZb5fsOj3AJxb9zh/Xft/vJR+SW/4LVJ7DCY/xqqqPOZ3thMOipXrVlTyyRXnEvSbvL09\nQsIVtwlLXtZF9st+7w6d9S+7bidfFEWxaWzOw0wG0HUfhpMC0yLZk4SEhZMKg6pipVRUK4BiRvFp\nYRw7hWVEcm4eyTbwO56u47buPbxe93eOLijBn6VD4Mi5D4jtEgxpe5WJvMpwKO34EfWBr6CqNqhR\n6LcF4y+VEgH/NBTZY0heeKH473qTjJTIA0Dy7GDTPQst0Us82sFjbfcCD6H646SMDlQnSjDgPURv\nvqay/Yx2tt74J7BVviA73PO7HUwNv8Kp0aswVYX5397Dd36cG89POX46O3xcfMk5JJMqP/7ZKo6a\n3ooqKTTGW/nJxmX8z4LBBm3m93Mc/t78Nle9cge7x8EEXz+j11+VaVdVdir7ptyUuaaSY9HVH8NQ\ndPx+8OsK8bio2pgN0xQ1GjTN03IawQj+k5GeQKY1Ai558RL8BYe/Qmh6sE/0JAgUB5BVeRBH4VBT\nHdOz+uLaYi7/2+UHba/oCql4CsXnTXzSnxVNOahnINPfQ+rtP4CvfvWrmKbJN7/5TUzTzCgVAqxf\nv57LLruMBx98kIULF1JaWsr999/PrbfeynnnnUdVVRW33XYbxx13HADPPvssAD/72c/42c9+lnOc\n22+/nXPPPfdd98t2jQcrkUAG9rrL03PPClfUxkiJQbfbrQFQsLdRNDjvVMEEjSdBcWfhzz9Pa5bw\n3DkpH6H2el4rGzNsP67fdifByvnsl/IZ/dYOHqvaT9X65dQDfpJUKXUUTZIpKK2lt0Pc5LGEyutb\n9hN3Z7mBhMxl4c9TNXpeDqO9tUn83L5gPx+YUM1bAYseA6RYGcWlCi3JDkgm6dsmpsF6wdGo+T6s\nmEwoFSDablNUPIFEKk6scwfFWaluPqMTNdXDjXMv53trlwKwuu6vVE04ibFmf6ZdR6WnMglgqyH2\nl1yIv28PZSnhOUqoY/CbuUWKHKOelrbNlPpHobaGQInDqFFCfCidYnruaXDsTLj+bm/D2lpRtwDo\n7FWEYmGWt8B0xGdfopOepm2kpi6DE6cwae4bGP2fIh8443Q/nR0aL7wwgcL8PnZs2wn2CaD34STz\n2b4pwAnzhYtQVSy0ZCt55t7MMfb7TmGv9SF2bsknmRS/wVtvT2T0eJsPl5/JU63Psqlj55D3g+N4\njOV9fc0AXNcBZ7k6WueOW0Rh12vo8Qb8cXHNDL0C2YrzTksxIStIdbXN+Oow9fVelkQ2OjqEEyVN\ntxjBCP6TkU4FrFshJlyHo8LhUEiHIZadtSyzbObFMznu68dlvh+q61+SJFS/itQnDZ1ZhTfgWykL\n1a+i6mrmeKquIvvcz4F3P8wfcYNAVVWuu+46rrvuukHrFi5cyPbsNDFgzpw5PDEMaeyuu+7irrvu\nOiz9yk47TJGrQQAwxY1FpwsZ9WlVyI6DkjRA88G1V7gtZfC7+aPTphFfKkh2p0w5n1o5yKQ96ymV\n4vyxdHDlqm9t+SULO1dz6eQf0Rk4imN/cxvPlO0nZfZR3t7OnrIyfjhlAc3+EPI6ByaRU30pzSHQ\nZI3FwdMgryZn/0ZS3CBXnL+HEws/i3xMCy/8bTyp1NA3rQNIyJkggadVIGUYAjZuRozr/bho0mmo\nssLNb/2ahOXGud2QQfOYTxMPDybYNBd9GDPVkzEIevXjMgbBDR3w/VKQXWEfUb/B7UdatznNE/jU\nR6E0D+79Dlz1HbHstNPgHJFJYNsSkpR7rqajoGCimkkMJwmyDafchKZ54lDFxQm+fM06XnppHElD\nIWmIfSjF9VjNM3EsGTnrh9CUBJjCgGxUj2JT4AsAJA3PEEklJUDmw2VLeKr1WRLW0MqaNnbG9Z9u\n83hE/AFsOfkq8rtXZ8SKAKQsUSjHcTJciGHDEvbQJSBGMIL/RKQlf31BH6lY6pAH5YNh8ocnE2uP\nYVs2jW+KieE7j7zDwq8szLR5rzoAaUiKRH51PonexLAaBPnVQguhe283obIQ+aPzM+vKZ5ZnPr8X\n78iIk9BF2kOQSiR4O2t5mlRYkOYQuAqFtuRjWn8rWiIpDIIMsi6prhN3V/llH4pjAzILIs1MTA5O\nW5zZswsAxX25q8kkgRTEVbjkMWEUbSkopVsP0F0TgPHetkkcYu6gpKXFbwbm4xpiINV8btlm97+R\nEnahNIAf0K0pyJK3NL07SRIGQbvsY4cvSJOi5RxMd5ntScsQS10jypaHt9StLO1GO0tS2XAgboPi\n5KrzOWmhhGzxId2X+x/A7z0MjoNQKMxC0lHwkUJJJUllVa6wBstDoWkWhiFjuAO7rMfc/SqoWcqV\nAS2OnTLd/WRl0yQ9g8AwZBwkNPeaDGcQZA/owxoNspZjEOBYSI6N7YjKjbZ9YIPAskYMghH898Cx\nHWIdMVKxFJXHVB58g0PEqDmjWPLTJZz58zMJV3mu4J694t0+9qSxhyyVnHbxHyjmLykSkuIRBw8H\njriH4N8WPh+OogwiqL3i/i+tr2firbcSOG0jjIOF37qXYMLC19QJ4ZC3QfYNoOvE3SusyxqaZRJH\nYmKihx81r+LaqkXUaZ5Vd/aTy+AYOG33LbQ/NIWKtVsInARbyuHzv7ua0IWnEy2d6O1/KbARuAoe\nu6+ClZs+DOZJPK1N5J1SBX9pgOVPC5nccJ5JpF90prRzL9Vvb6B2cyswka/fUUvSkJkzrYeUbbJ5\neymTJnaxc3cxjHUo+6WDLFtc8fAmpIvmI6liMEuPISYSUtZo41eyBjnbxtn2EyRy+QOvNG3gz/Vv\nkLAM8uUiri65MLPOJpf7ETeCFPv3ENnyOv6CfgomjsVxdGGoJBLwqss9yBgETfAtYCWeshBCClmW\nZGwbfvADaGqCffU+VJK0163isa7mjACI6Vjcv38pamobX8vvYIK/mg/OCvHChg/yvz8WSpsn1K7m\nkg/ey+v936Wsc3lGL2L2mI1MjD4HCrR0lPA/9y1mwoSenLLIb7yST9O+KSSi48B6lFc/cg1DwcHh\nj3v+xo/XP0Rd/2AxrPr+VmocCCca6e2royB/rOshsLMEqw7uIRghFo7gvwWO4/DC114AwF94+LkD\nQ6GgpoBIk3Db/eHCP/xDx/YX+jPu/oEGRdrrAV5GgaofPHvg3WLEIAA6kj1osiq8BIkEfYk+2mKC\n4e4UjgNZxf/nP1D4t7+BGx4qW70zk4rQP38MjbqKJYcZZ4QwjD4aE23kKZGMh6AsFqe0u4P9/jxS\nvnLU3mYmBTuoKxcGwby9uyh6uQmOATloUWGKAkQBl6f35TOBvcuh9Itexxe4f3fAi0+WAEKJaz+w\nPzfykjEGAC55+lvUsps4S/i5clnGlb1hq+fe2rlb5OJzhkT7EvH5thVXc/YLq4ifNJ+9u3RsSaJP\nUyhV62jOh2rEJdEVcdJJK4Vk9omKhkAy4El4fuHV3FDP+QXnE5WrCNhttDijeCUxlXO1bazsyaO4\nTHAQPrHwMQAe3r6YcTWllITHwjtZktejR0EoBO33w2xgDKAGoTyJEx6FkzeahCXTtAP++Mf0RhKn\n8QaPz4Bt0l5UFEwsInaMp9qe43slcJwG2D1c/aFf8cybXg2Hv31KFOXa86dFFPo7M8vD/ghj5FUA\nPPfm6azfUMH6DRVMmeK1aW3SaG1yrzEX4Jv/e9a/1YKlJIi3OYzSg5h2FLumi59sfITXWzczFF5p\n2sAsI0JYhfo9f2Xm7E+jmP04si4MAefgHoJ4HHp6oKBg6PUjGMF/FById4mJ3fwvDc5e+2dg0fWL\neOy8x3KWHXPlMYe0r7yqvAw/YKCHIFgSpDcm/NZpwuLhLI08EjIATMfExsH2+5ESCSzHImWl2Cop\n9MkqtZEelJjLZNcAE4xwiLXL72fTn+6g7oZLSMgKCUXFRCblmCTtFH1jR2U8BEFHRXXZ746s4lgO\nV+zZwCNb/siLG/7Ikz/9IayH+i4x4NhB10IMZLES/3QNfFfFkmVMRYE73OXuuKJPX4HvO/mceGrj\nsOf6A66nlt0AnMFylt/4SGbdXV/fw3lnDiC3FWd9/hG02Ba2DamUjGHKmClRYCnluuJNSfY8BKaR\n4Vz0Fh+H4R/efZewLV4J3c3yvIdoVWazLD6WvN1gJo/j+fVn5rSV7SiWnRShCMP16Fz6YUGV1zSQ\n3TSg4iDMnAAqOIqEo+lYsi9DOTj74/DbjTY33rOHmPtM3Vr+DQKSTswNAQSznsfZMxp55o9/GNR3\nyTbwqSYpW3gjgloMRTLpUqbxh/UXZdpFIhqS7CDJ3shcM14cJ5X0EYmbxOIpIlEbI26TjKVIGSZx\nM4mExLoLH+WdC5by9id+yy9OFMqPcSvJN13VZ8lKYdsew8O2RYDlYB4Cx8ktbjWCEfwnw7EdjIhB\n8eRiCmqOjJWbjuenUXlMJeFR4WFaHxg5s/0BkYB0JoMkSxlZ4uzMgn8UIwaBC8dxsHUdOZHIxKlv\nKRJB+rBpCPIgCIMg5cZsFB+OouFIMo6igiRhOZaXOx7wZzwEuqIhe2UJ3ZC7hCI5SI6M4ia4W1rQ\nOw65BYjEtpYgM9q2qM8MUOT+98VQVRnZP7z/N0Q053u6Ch9A0q8gBwZsW5z79ZnxFYBE1KeQyLpx\n097wHlmnVxcPYdIyMoTCTHrhMEg6hgi3uOmchp3EAYJmEfFUrriHqrgiRo4DpjuSqeL6I8uQPqf0\nwyTLLltfuMczOkZBUFQHMxjIGG6JQAEqSsYgyMo4RHEMFGXwtU0XLoqb4ocoCgndCVPykzI8z0x/\nv4Zft9B1L2Afzhf9T6VUTNvGcSRsZJz0o+mI0Itf1VFVP7Iko8oKQVV3r3GKuJPuRzIrTdF2KRZO\nLu9iGIyEDEbw3wDbtLFNm1Q09U/LLhgORROLMp8PhciYPzqfoglFmXABCD2CNCRJQsvTUANqRmsA\nIFh6+NKDRkIGiLG5S1XZOmMGc156yX2JetBTBuNfWCG++AADomaCDX07mJdXhYQJrgKd5djY7tZ2\nwM8+1wtfvKOB8s1/xwrmER8/js5p5ZmD52/eRfFywVawfGLwkyY6cDycVZSix4SWrBncfceAauPl\nRH4QUYFJjSNLKoo+/Ns9QC5HYtSG1wChmli45U3KuvKArEyAtEFwJXAfbNN1cCRM2WP62zbYSEi2\nQV7/O0yMtXBeCMZarYS6ReZAmj/QEGljQ8euQf16Zf92Shtm05bsREJmc9cxEK+h2ziR+NhXctqm\nonEiMZ8Y3S2XgetPQcfLoMyFuCg8hB0DqxckKaPm+OqroqwxgBIQP0BQbyQ6X1jHE97ZxLfGpNhl\nCorhjCw7xjbrifc+yEXH55L75la9BEDCLiCfFq448bcAJE0/LS3eDCUS8ZGXb2I7Mgn3ZwiHxQ9r\ndddgWTayArYjAxK2Y7O6axutsS78ipZROQSPuLm1ex8B17442tnM5p1LCZIgooTZr1xKfkF1tsjj\nCEbwXw3bsjPFjP4Z6oQHwkcf/igPHPsAAPOvee+hCj1fxxfMdf/reVkGgSK8AapfzeEnHM6yziMG\nAYK4dem0ozFefJGkpqF0d7Mz6M1KJ2zZRl6DyAFHAww46+MmqzZ9n6WzbmBW9VHYwXyIu+EGNz/f\nDgd5aqrYbPLjf2Xitr+SpgQ+99Q99I4ajdYeZ/6lXuGfeOV06AJpoQML4U5iLIrAR5q9/n7uHPeD\nuQk4Cr4O1IG0rhMZmWDYEwgaiBI6c75Pe/q31HAL+xnDB/54M4XM4V7OyN5A4EXx752CciRkin0a\nETOC4ahYpkR3n4rRvppj2u7lGODsKoA10CBGX0sR7rNvrPo5m7o8oaI0li1dCBs/kLXkIwC8DXRc\nkhs/D1oN3L3scr7zmXr0PkTxoilbYPtzONvlLLojmH2PI7OAWMTgjZUxPv95z5pWQjFINHKs9G2O\nnQQtjfDx+kfxDwj9WY5wNlRI3ZzPs5z/xWdz1p83TxRN6nfGUc52VEUM8u/sHEt/r3cf2bZMKM8G\nHPp7xaNXMdo1LrZ+lLi90+Uw+DEpZF3yDb7wttDXGBUqx1LzkO0UihWhUBPXc0XTBj7gHmKiEmNi\n7KXM8W7sWsHY6VuxOhwcyaQn5ifky3VtpjFiLIzgvwHpcAEc3tj6u0G2V8Bf9N4JhUNlFCi6giSL\nCU16fbY88eHGiEGAMAgMV6atu6gIX3c33Xki3h2yTL742MMAbL38TGqLXsbXkmCVqy1Ul+hkRvlY\nIXiTSGJjY7guZEf3I1VUAK2kQ/Px4kICXT34+iJQCVqXl78enzyZ9pO+wKatBuXNW7DX1VExYTVl\nWW7qT6aO5mHfevFlxn3ATwEYd/E+Okt/jYLCMac0UUU/kZgPXbMYVR5l+7YAs1nL2cufy+xr0/lX\nkqgs4IHYfexpryTgTOGjzz3JvaVfYXbHGzzBx3hw+mW0W2WcMbWFP1FFokynPiIhhQP4e7pIoWDZ\nEj19PqLutHdvcBbjYyJ5M66PpXvU6fQXisIrXck+CrQwl088m32dvYwLjCVmxbg/6npMzvwiyCl4\n7lcAHDtrH2/INSztOIHGNolvT3+NuBGgpT1Ie6tDXq9rEPiFEZY2BkypGNXpwiaOg0y036CtOQEE\nmX1qPxOPSzD9xD567QbqgzWMie1nsVSEdkIvabboH5LzqKiZwlYjSaLPwIlv4Z2eXcxWFjNH3cAJ\nhZ7gEkBk0u04DS8hIQyC/3vtegAUxeZTX2rBsiQmTY+jKRpb3lEI51kcvbCf535fCmqcpJ0iDwUb\nHYtCmk0vNVVT/dhqCNOxUKwIY/Iq+MWJ36A11sVosw2izw+6r/NIEEl0Ek3KtHbHCGl5hApHDIIR\n/BfD8codH+mQAQhhopYNLYTKQgdvPBBDZA7Kiowv6MOIGJkwQV5l3uCGhwkjBgGQynoZdhUXI8cT\nRNxY9uVteyjpFMH6hg/MZZLyVxiYDp627NIcgvQMVYJono6/HzTX5Z8oKyHQ1YOUskSDrDdxzznn\nkC9JREoWoYYm0mb0URbfSEAS8ezPzriK8YVHwUqRouZXu0iHw/ctHAdzXqLox0fhCzgcf2wjlizj\ncxPM501ppWzHOrTlnvdg3ae+RUBqQsag1IGGt+OMe+5pPuk8QogO5Hk2d9Z+k4KeHi74YoI/rQVn\nrsyVRUBRMddu7KQgklX3243dN4WOyhgESa2S3tITM20SVooiPcwlEz5Me1Ajqqr0p/q4P80TmPcL\nkJ2MQTB7UjvnHK8AH2dF0ZOAyPNPuNoJGTacnMuK6wp8lPLYr5GshCjKZNskE6KvE+ZGmXNGnNaA\nyq1Hn8w18+p5dsXZjJU6wPTqbBQWXERLRRXVoQCFrTH+0vIa99Xv4qyyIBL9nJB1vERKB72cqH8h\n4cQqNtbNYn+HqER41KxOTvpQb6ZtwCdROSaa4ZrIvgS2GcCwDRwnkFEms7MoPn4lPePw3honVc0B\nQI/VwVZhEJjoqK4eRUAG04njkwJI2OQGwnIxYhCM4L8Bju1g9P9rQgZAjkrhe8VwmgNpkmEmFfEg\n9Qj+EYyQCoE+1XMtdRUXI8XjRN3KhCErheIK31i6D5kUDPTIZ0TgJcEhSL9dJYkEJoEsoSkrKF7s\nsiUMAilLEUby+5no2ATTRXUUGUvSCMjpvTs55WzD+1ejrrnf27kehlA5tiSRUmX6A9kuM4eImutC\nE5JDLuFMgmRA9E1za3BvdcttnrDqdWRFQt6SO+h2+3OJgqpbGCileumL6aI+aSQtA13RRAVFoCkU\npjOvGMwAKAlhDGTB78tWzBHHC2hxT/UvXbdAyVXWcSQdZB3spKvE52QKE/k00bYj6/psy59KQAY5\nyxsjSW5BJ0lCVjx9hX4zkiHyZY7nCOVBW/ZchZF+sX9Ny+2bhIycJZAkaylIBUjYhiACur+JlSU7\nrbskwoHFoSBX3yG7oFJAgpSdQHJVI0YMghH8t8MyLF78pohv/isMgkOF6leHHeglRcIX8B02rYED\n9uOffoR/cxw/ZUqOJl1XcTElsX6eC4jgefXmLUx6+gU4Hk5zbkXGZkUl4NauuWnHL5GrRrNk0hmg\nyOxPdfKx1d+gx+gHCQw7RVWWAWG5gvGnXXUzluZDMbyVciCALMk4koIjqTiqjoXGNA3iEyFiLOMP\nklcVMeg4dDx/Jcz7bGZZ95fe5CageVQlPROm8+YV30CWHCwHZj37p0y7H153HTcvGY/sjOMzm7dx\ncmMzlivi40smaamo4PIHHwTgkmWPYl/6PfTnksQv9WLwD0wZA2MdFHM8D665nNkREUs3ZY9It7R+\nJT/Y/DZ9hshuMGwTv+zDQcKRJCJdCndddSq0BsCfVTXSxdTf/5Yp3TspqNvPptKd8AX40Ky/cNrM\nKUiWjTwX+A2gNedsZ8oBHFnHF9+Os+J4igw/q557HDgdn5Yirtg8NtWrgPbNY+5Em53kJ51v8feX\nFiMBEx58lt7vXIkjCeEPv08M8H/vXsVpA7IvTFsVpD93cLYcld27hXte10W5aBCJEJqqYtomkmSj\nSjaKz8Bsn8lnPl8BtgpmAAUVy/kBjPoEfOZ4NEnDjFv4VQlHUoVapDuKW4rHU0hKhQQdoaERkOCS\ndR+kyj+WH858CB3RH8dxkCSJF1+E60VUg5kzHN5aI4Fk5VRJ9LmaEooCSEJGOX0uIxjBvxtiHbGM\n1O+ED074F/fm3aNkcsmwA76sypRNLzsi/XjfP9k1sT7AYXdYxGe6iovJb9+B7FiAwnEvu67Y2T5U\nDPY7Bdwb6c3Zx/rWDcIgyC9gfW8fbckuKkIVlIXKwLT4yL4YUAfz5lE4iXYn1QAAIABJREFUeRqs\nfAsAKy+E0inixHYgQPkpp5BU/Vi+AuK+AiJlPrYnL6HKfAwl2U4p/dQQ4fRRxxMuHY2FTf07gxn7\nAFumT2PhmrX8ZZxOKJCira2YxYZwpSUKwjx/xcWk3BtwU2kxJzc20z+6moYTFhPoaGfVvHmZfY2v\nGUPDpDF88M3neGb52TARUUcBUDrBGq3yZuUCzmx+lTapmtbeeawwqgg6nTzWn6Qj0YuExFEh4UL/\neMnRGElhELRukehuDaAVdeKf9zB9QLVSzscKvsym3nP4kL2c0q02efX1LBntI+2eUWSbzmYoiYMV\nCOCMGY2qxTCVYpJmkP3Bs0iarVTK65GdKCFnL8dNep0XN51OSUkb/YHB1rih6KwsX0SfL5/8m/oo\ntHYzximgMzQWVelmLr3Myz+afivCVjlFf9hPrCePlhaJ/akPUjm7mMC0S4hvamZNz+eYORMSiRjn\nf7SCSSUVgCi8WFAAb2xpIF9pZTLtnHxqG8tfnAR9LjEl2E6gpJ1IeyU0HkuZNJbjjJPY+ZcOTpuj\n0zZhOqqsEk8JzoZk1dBVuIimxFTiUjmTk8sosPdmPEtNiToS8Q0EdXH9k1YCvxpg/Xrv3N/ZLLFy\nJUSkJvoNrwLSlNIpyJJMZSUo+e009TdxdOXRQ95zIxjBvxpWysKMm1TOrRykDfDvjAPN/g+nzsDB\n8L43CG7Z+jqO47CmsIKfTJ5LV3ExGyfMIqpoTEt0EYiJl27n3Foq2MrPzGN4NPI37lnyE8YUjOPc\nx84laXrEQMMUg+4nj/okFx91McSiML2e+s8UMSYwCn5zX6Zt+4dPZfRvhdBNfOVKQmPGDJKq3Br8\nFP5xcymt/z20P4uGwQ2zPkusspJ90VaefmewUA7Aa4sXs2jVG0jgCuE4qEaKeF6Yxx6/h76qikzb\nv4+uZGFLGwtb23nj26Ly5C0LhEHwtT2b6b7iCmQZbjV/wDNnnA3nA269qY9sa+WJ0aP46ZSvYMan\n8EbxVK7avIPdRT8nGdjDm/UigyJP0Xl05ufERj6VDkfQ/9IFlz74sW7O/vh4xuy5GyWZ5EO9/w+4\nR1ybuLCOKwsn0pDKp9q3mq5oIc8/3MNlG2HH7x6kdOooymoCRHuFJHHMKqEueAHJ8FcIJDYyrvUz\n+H2CcWHVSvx8lji/76+/mdtmfI0+zQtzfGXxGn7ZOpcfX/d5nqtdyKeMHkqRKNBD3DLp2wDkF5qE\np9US69DQOlKMl3QSgFN5Jg3dUznhPJ25F8DWrXVMc0MvIKJLsizCNZLkoKBwzfm9LI/eBct/IhpN\n+wMTz3+AjQ9fC5sv4KGZd9DV7Reli20JCQlFynpJSAr11Z+nqV54eDrV6SzpvyRHQyFlJzMhA9MW\noZ+kd9sCogyyreXGDmzHzsg9S86Bww4jGMG/GukMg38FofBQIavyAXkBhzOt8KB9OWJH+jdH2C0c\n01VczFPTxGAxK96RESSS3FSyqEti0xV/Jq6btLw3a/pzeh1urDjzc2fF8c18T8kqZNsgSYMKDMmu\ngeC48euaWCcFjkllKso0SxgrZWseYSA6KipQjSQSdobzqBoGpqYhSZCUVXTbYkKvqOf4ck1VzvYt\nIeGGnt7fgyw5KAposhve2AD+PpPieJIZbRHyu4XH5P/mLGHdmHE8PbkWGRlfVpEiXc7iErgKej26\nn5RrEPh0G0NW2FtcSos/V2jDFxXhBtunYTni4XAcKSMmBOC4183T71cy9ZbSokgBn7heu2o8f//x\n7as4qekvYCYpcGfcKwvKsXSN737retaFS3hNL2CnL0Sb5vEDlLRSWMZ9nib8yO71HvrRSmsnyZKM\nJNkokowsO6Bm6UP44nTJ8cyyZFLx6iC4vAJF9gwCZ8A9Y7uForINAsMxMhfHdnkrAw2CZBKPEJve\nd5bKoZ1VinkEI/h3RLLPrXQYPrIph/8IVP3AA/6RNAje9x6C9Asu5JarvfXGGwkYSSpTET7Wu4vi\nTcIlX67tAGBpgyiko/v8+FUxQGxu28yPXvsRAE9sFVNnXXENAnc0Tg/0ki+rql8wV4EPV4oy62vG\nckxXCqyK/okEW5HiPig5GQDzL19jwu8+yZ5iePnVhZzy1zfoLC1DdmyWfP9WzJI8EjGT4ORuPnP7\nr3ln0vE06yF02+JHK1fziTNPY115GdecdDwVsTgliQQdAZ0Jff1MjveRyCsXBoHmsiN3w2XXb+eU\nsyKEzHUs/+1Sjv/aG5l+v1RejVPdS16XBJVzoXkt/qy4s2M7PPzwVLa3FNFSJ87Lp1s4tuA6zHvM\nK3dt6zpqTFQVtHy+LAU/iVuiP+eBSgivWs0Yaxeh3SofqT6Lvj1HccPv6jjvOJ3ufVVMqezla7Pg\nK2f8hFfPPpG3yoQ4xKXPfZoP9L1ESfMKnt1n8vszHuZTs89jV6CAlN8zZh4LlTI/3kmRLIObUpgZ\nj93zSvdLkmQhljiMQZDxEEgSsuQg4xoQviyDQI3TYdRnlr36ejUbNpURCqVYXNvkbpu7/5aWAPfd\nP5MZMzo4/rgmLMfHVMfPVfVnYSpx8vLr+PUjxYQ1SJoaugqbNuX2bd8+qJ452EMAbjXEtAKny0EY\nwQj+3ZDJMPgP8hAcrFJhtnLhPxvve4MgjRLDK18b13Rm9rRBVydywiCrMi8x931ZEaogoAYoDhTT\nFGnKGAJpZAwCTSN/1FhKzSAUlqIeIxSs7LJSysbPFG0mTxZFecLhHA/BxOoC9JowPUYn0YKjoGkZ\neakd5PUI4ySlFVHsL6Qr0UZ3MZTEYKprwPQUCmJfbboSILDixZP43XGXZr5Pi/ag+7wBoDUUpDXk\nzc4LZRNdc/CFDND2Y9WUULy7ky5KmGjvRKaAReptFFTUURVtpMnlCBh5Gn+eezRwNOxU4ZEziVkG\nNtDjC7K1fQy/+pVHjgSoKY5CLEbpvgZmvOwpE0bHzyBv2zoA5FHVJN1Mg2fXf5jmbVfTDPDcSqhY\nBMDGxjr6n/kx215axI9cMaWCYICv3Qd7Q+N56tyPioVmkq+6ufs7kiaFgWK0UaOJ+sSLZNsJJ+X0\n70WCVEc0RteEQJVFiWbZj6NX4BDDVEcBIKlBfJpKyq4RfZYdamu9/WiaUFmeN7MQqa8au7WOYLCH\nvOJO0qoGekkLcbsfkiIGeufPPdWzs+fLjM6zKMn3M2WC2HHKsHjgiUL++PRk/vj0ZJ56bjnN0bFU\nh3fxy1MfzWx75TO/dD8NLZryyut9fHxabk5tc6QZRVJojjlIzXFSlk5+VBirBQVQdmS4TiMYwUER\naYmQ6BHv8f+kDIODZQ8cieyCNEYMAhdBy6QwHqcnEGDB9k18tWs1ODayaaaz3dimjMamka/MvZrS\nYCkAf/j4H2iPtQNwx6o7eKtJEAanlroShZKMP68Qf1yDQAD5oougpgbZtgmHQvD881BSIkYKnw8p\ni+FdlBegyJ9Pb3shPRWnk9zzU/RkS2a97Jg8+OGfsIMQ9u56qvoc3rxHCGK8eMopPPaJT/DRJ5/k\nlaU3k7Br+PFMr9rg77e+SpURo+cAN5sqiz98NsgR3vjRTbx08zWUvLCSvWO+RDtHoxHD6vHx5Izz\n+fO13+WVdeNZ8clJcKq7k0lngCTzzTEfwpRk+n067UlhrEy+oospl3aRr9v0hnVWGzWcvlWoGLYt\nPJ32y68m6R+Hv203urwfo6KS1lQXDX1TaC4rg6unw/1voKQKePLYRzn3jQvpT0Xpj+Za3L0xwQ/Y\nnj8FgE/vfoDqfZ1MNrtIOHBxM/zismUowTCnmP08pRXx0x8LwadZGzfy9uzZ9COTMiT0cg1Z07GS\nfpB9oARxJAVLFtddUhQUVcV2vyuKM2QVwYoSP6adR2u7ik+1+ekxV9E27k8odhCl4mR2h+az/bgJ\nvDhgFt/bp1HQbxBQFAr8YscJxyba7xFdLcnPN1c8z+U1X2bJ7Bdytr/jtr8RDnuDflFRgsZ94/jG\nt2eTSKVyMgyADHHR095Q6NEdZElC+895547gfQAjapDsd0MGR1il8B/BwTwERxIjBkEWPrJjB7+Z\nPZuT17+Jb4yYOcvJFGa+hopBxHUVjAp7Vfvy9DzydKEcFdY8TkC2XoAkK2JamNYrqKmBDrdEXUUF\n+P2ZddkeAlkS+eqKrGA5FkZgdI5BIDkWo1QfgfAYWiv8SOUOEUlGs0wMVeXCxx7jifPPRxk/mkdH\nncDLo7yp6oRkxD2ezNi+furyB6tfjTZdr4nrHpY0CaUqjzHsp97lVigkkZIOs3u3s3+CzO51DtQO\n2NG4k7EDRbTreSRkH4arIVB3Wz47ynPz96z+OJcDPbWzMPOKcNCIj67NKBBKyCSlEmZX2yjqdiwt\nipQKMilciyqpGLaBnRp6pHp07IUAjI/spVavQZds1iZAUQMEtDwkJEZbInS0zJ36nvLyy7w9e3ZG\nwyEdYlIVCSQZSRZ1B7I5A5LiPVYDPes2mYxVTEmi26fREfDTHwoTCjqASVItpFwvoy1YxEAkDRnJ\nLYyVhuNIni4DIlzRF8+nra980Pbjx/cQCOTqSVSUi0E/TfA8GBzHGaipNYIR/Mvh2A67XxCVXP+b\nPARHEu97g8BxHJqi+9FknS/s7uZj/3M9eZM72R0W7vzGkia0qTKTgUjKJQxqgQPsUSBDKgRkWRGJ\n3GmDQB5wA2Svy4Ignol4sYQ0qGJgILqb4sguFF8p3Y4NtoOpyDkUszcXLqQiWExjyBswfrDpdhRr\nLJYcpMCs4+7X6mmoLiWgOhiSQoGZoKVwFMf3NxCMt2P3J0jkTwEcLF08aKXtbyPvMdCL+7CTCpYm\n+qbpNgy8PPmjUZri0NdGGNB25YMEyXKVqq4eLnpnMy0lJTw8YypN+fmsO/polGAIJ3N7ZhlJWQOv\nJvmIq3GcZB71jVF0WWNbc4Sy3sGyoXtC42kJCLf+J/c9zN68T+DD9gSGJBHXv8DooroviWHKFGza\nxBU338zPr7mGbs1Pkz9ErSOhAD6faxBIaWPANZok1wBM93fAz2oCGcUESSKq+ujS/RDpxN/f556X\nRB7Q2hUDpuZs392niCM52QYBdHZ598aunQV0dmjEi3N/iJAeQfGl6DC6KVDz8blEzzytk5qSero6\ninh9Uwu24xkMJVoluhLEH7CRS3cRs/qpLqgiTysYMQhG8O8FxyMVlk4t/Rd35t3jn6k8+F7xvjcI\nVre8xs82CELgsjE38aFJf6ZoLizucyVsvwRpItm6XvEqD/qGrnNdFvQCqqPCozKkw6AcAt0nFGoA\ngkEo9NLcCAZJ+18lSaIoUITjOOiKjizJFOgFpHwpZK2EbOT1rCWvZy2x8GTaRt9NKh5Hk1SKUwbN\n7iz1jm99a1A/lzQsY3qkkUjxqRR3uDHmnkHNPOyFjun/j1b7A0hlhTABpp7w+8xqOWVhhoLg1wkW\nSLAGOBNYBRwPBIo56Qd3s7BRtH+Nm+Gb4vPMt97kziVLePS+ZTw8Yyp/nzeXuevW8dGVG/lyo4ON\njCKp+AL5+GIWYcVBMW2iyRAhKUhc78PqmcCSC8oouPw8eOjXtFsDSi0fDRPPFaEI2baoijcxPno7\nAP02TCoaS5Hip8gXJqn4OS2RhFiKvKYm8vv7qWhpYX9NDf9v1kl8r303HzD7CKkyqGF0v4ytFJBf\nIKMowiDw5+VT6D7joVDubNwGSKUgHodkElVSqN7fymXXfHrQZX+FE/k5p+cs+8mj5ZxywR70uCdo\n5SDx0govjfT6rwp+xvk1uXnYz1x7Fnc1/f/2zjw8iipr3G9V7+l09pWwLwFkCYR9FdBhlE9FHcVl\nEEUdcZhBlM8dQZ0RP9FBXH4K6gzuOh/jMqOM+rmMo4MbhlUgkYACIWQPSTqd3uv+/qhOJ52VNUFz\n3+fpJ+m6t6punb5Vde49555j5b2yDxkXO5rl/e8AoTHLcAkHn/DQa/F+nr59est9AOCqG6Hfx4w8\nfCarst/B4BYcceszN/G25rMZHYLfCSLQfLtqBuNxxJNvgYAWwOl1tlhmNVqxmdofIEhOPUIIPEc8\nKKpC8pCfjnOLNBmcRpS7S8P/7/PvQ0sGTcBLnnhS3CpRRRUEHVY83VM5lDKEhb17MyJ9RIvHmj9i\nPrvLd3N2n7MZkjKk9ZMmJuqfVugbHxlhKyNGd9Zj1ErITcRfnYepQvfqDxiiMXuKSYy146mpIkm1\ns+pwMe85HPj35WGzWzA7yol254Ixmd6eaoY4CzEHyohV9MyHZT3noNVHu/P5MNccJN75BQDVyZOJ\nLdtIUt0heotyvNdfQFB8ioEvw+3zxiax7fa7ISGJ0f8FVz76La+9PwZ2Af+CGUUJ9I7vT96UPnjq\nVAzvBiB0ifNC0RC77ynhz9ddx7Zx4/l/N/yGPf37UVCt+2bYLEHs3XoQVRiguzmA8BWQXzyA25Pu\n543Zb1H7VQa7v0tmrHcZHwUtkLodMjaBpYYU7yRq/kvDw0QGH/6KxP3/4Yuo0XR3pELAzW6jlz/2\nu5Ah1iR6xPQgF6irLAD81I7SEzKtWbiQR199lU9jYvjBlsAZLjepqgrWFGKsIGwZ9OoV1umITU0h\nNvR+rqqKjHMtQFcGCgsR6Kal5Ap9VFOdPRLPsOEI9BDFg/P3s+KLu/gu+1cMvTKNe27tjj1KI6XK\nj8VTA+hLRYUAo1EQCCjMnRuayhd+nCnT2a3uofrwfiak7aBbj63kVusmmm+q9SyUBnwYQxkxxv3i\nZQ7ut9HN1h+zaqHQvQ8hNM7wzWdHTjRU9QLgsOtHCp2FOA0Bgkd009EIy4iIpZAdRl0BBN3Nt5vi\nwNGv+fbjwO1388OR5hk6QVf8M0wZJ+U8kuMn6A8S9Acp212GyW7q1FUwRosR1aTid/mPapmuNBmc\nRvgaxRBwG0Exg1vAxuhzWJinkP2n1zhw52zqZk6jW9JgNGPLswMAyfZkXpj9AqnRqa3WOSFiB8Og\nW/GWfhFWCPyWZMyeIlAUTJqGScDk2loyvV6w+SDoJOP7daRVvEle71W4HEPwWnpiDpSh+vUp6tJB\nN+MxhWYsnE6iD3waVgjKes4htmwjBL0oKojYaMTMsVDQoBCU95tKWfo4AOwOjYvutvDaWCC0iGKQ\nK4GiKWO4dsVKtsb3iLik6Z9+CoC5torr1q3jxwPFrJt/LTtTo6kzlhMVEGE7vM+o6GEdQkvuptin\nkTHyEHuizNz/HcRpmXrFPv+Cc5YAkJl8Md9lZuFhImNqopmZMIzKbkOpRiMx4GF2Tw9Bgz28jM8K\nuNFf3MJspnbMGM7bsIGysjI+jYlhfVQs59Qdxt/ogRMwEHYhCKKbBSDsi4pGQ/oLL4Cm8WBaGm/F\nx9PT6+XjDz8EoGLm2VTMm8/cPn3YY9Vnly5+801u//QDmPkr1g3wUFQQ8mXQGh40rgAEAgrDRsPC\nW8Ak9JmQijI/+7Sr0AapOKtvwGatoLYycvZEFQ0Ohn2nvgEDt7Mk631Srb24d+ftFNTt4UzvRbpC\nENCVRp+m3zONn3Wa0DDQCQpBqw/ck2fPaDMHhAzUdFrgrnSHzQWN742ORjWqODIc2OJtlOwoIegP\ntrvP6TRDcPqoJp2ET2t4IHoMAtWkKwRm1YTBqz/GVXO9jfjofrima8RPKoqK0ughKFQTquYFFAwI\nrAgc4YRJIcfI0ENfU82gKESJkANjSCHo1/j+UZVwzAOAYL2iEHoJqICiRS5NcwSbyKb+ZVkZ+pOQ\nQNBoaqYMAKQX6WYYS8hLPmixYA3oDSqJMkUcrijKhM8Q8skInVFRFCwWvX7IBB8R5Kfa4Mdv0ZW4\nKL8/3MzUgJvkYP1S04Z1/X2AepXPIATmUNyIM6r19pkQ+BSVfSFzkBfYa4Wa0E9eAewMfeqlVN1o\n2z4AIXgrXp9iP2ixhJcbahYrNQYDe6xW4gMB7D4f/542DYPXg6KAxSLw+fQT1XcBH7A1pNMqNthn\nA78enhJFUai02tjviMGrWrEpUBN0Rcjf0Ch1pxrKklgfUMqkWvALbzgZFKGMlH4RklujftN5L8ZT\nf962RnkyUNNpgoDaIt1RusfE5s+ZjsJgMqAaQ8/Xo3zRyxmC04jPCvRlWS+kwljWE5UAJUHIfnYD\nmVv1sZ4w1y9hObofuGm0wZOLEg4QA6ApZhQEBlFLKH8iBiGIdm6i+6EVKCKAOVAeqmsBg4pSn4HQ\nuRdQMDSOIqioer0QAXNozVzJvxgceBd3ZSaqpzyiRWpI0WjcRCCsEKz/rzl8NObc1q4GgIHvvhQ6\nn5XpBU7ezIxn+eQMetR4MahgMgoy6nysz/8BNeSpV+9sWe+a8Z//hI62YCKc8Ry8+xvyLHX4p+iz\nBVEBf3jYrjZWqpoEhKq/KQxCoIQOPvyyyxi3fj2bsrJYFteb6/wuzkOfEVBVCOlYNLZm148NGi/k\nWwXkOCJXdFw5axaWadPYkdUQm2FKbS2H3W5y0tP5OM3ATb+6iJSCdeRqE5m7KA4RG8cKI5x7MTxw\nHfAn+PEscBr08wlUFAWCoesKqlaSDPBNRoOyZC6/ErMiwnE2brR9z2U9oS7wJvssv8ccytz4cuEy\n4EX4agl892tqgWtVBcUUJO2K+7BkfM9Fgy5i5S9WctpwEl/Ucobg9EcIwfaXtgNgiuq8JYcmuykc\nWdASY0Hza9hT7HhrvPhcuvKtGlXsyQ3+LR0ZibA9Tp+WdBJOfw0xKlwdA34RwKXBBhdM2VOHwafi\nykjG2yc15D5+dC/6KFNU+5WOl5hMAoodT+5DVKSeS0KpHn0ntmYT7oy+mKIUjFGCuO8/xu7JJ2iw\nIxSVupjB+PplE+vXUK1DwbdLVyziR2BSFAYEPfxgsBC02fD1G01dWSZBYzReey+0uOGoVTsAsDn3\ngMGOUKwgAiiGaKJt/bhgQBJYkjgMbD/k57Lrivnfv6TBe6BNMFCZ1LAY33KNF+u5bhbnPoU3NQ0U\nMLrq8Cckok6fSI/kBjlXOcygabhVlXyrlZzRw0gXQ+mrKcSUlDAkujeffhFFRgbU1CjY41y45k4D\npuH414O4B80GQNEC9DArJBlTmRAtiCIJRVE5pCbQPaYHaqNIir0zMugl9IDAyi9+gdiyBVNpKRe8\n8Qa5ffuyPzaWLUYr29HHp716wSGgkMiXf1gh2LcPAgE04H8zM1EMkVPrJU2i+8QFAkyoraXE5yMH\neOnXV3DrE49xbvA9djCIwuponFU21q4VJPRQ+OKfwAZwAvkFEBMABSOi+7nY/fvxeMrZbx2P1buf\nnsbGU5iR/g0OVdDTBE7/P6gMnMV4xwB+rN2GK+FzlMR8cCVjqOlLQATwaybwRVO8bTiBqPd4dsuz\nLBq3iO4xoVgXgTpw7tFt+dG92+jQJ8qJmwz2Ve7D6Yt0GhyWMizsEyFnCE5/hCYIuHV1fNjcYZ3W\nDrPdHE5GZI214q324ujm0DPfhhQCo8WobzsN6fIKQbwlkb9MfhAOLuDdOiNXlZlJtiSQ/Ppy8gB7\nwEfvukp9YH66mAwsseRlP4/FcxiztwRb3Q+omje05A0MKiEzAuROeA1v7IDw7qagC6KnwJgbIg5r\nQ8OAIKioaGYHuVP/Hi4T49fB19dC1Q5IHAs9lqMciUxVbDYZwWTAAhiMGr+YXc050/dS6zWzfNBw\ngkGFngNr2PllMn96uYQeqV66D7+YnZdd3OwSDY2W4XyqabBnDw9368b62FieMxhYWl/PYsQSZSEt\nXeEfeuZlalU700Llva7ZQYnDTBlw09ZCoqLAiILFYMIofKAYMBmtGAyRIwq18VrBq68mOHMm26Oi\n+O2iRVw7cCDpxcW8rSicCZQB21VIBq4DngbqLRe/BMYCf4yL40eDgaCioCkKU5xOnv3HPxh01VUU\n3XADh2++mfzag1wx5pcAfJyfHz79W14vP2ZmctGBA3h8Knc8/ifmrnuT7sW78Ljh7RjgpYbmvpcI\nVUaYUQXVZhPvpKVSrcXzQt9HgIfD9RQBE4sPUbflGZ79YR0Av0iczj8Sd2AQPhQ0LkydxYWpswgo\nVoyTt0fIaNv2FJbeM5XLU65gU8KbHKg+SEBrND8igqFPCysATiYnwYcgoAUIak1WgzTyiZAzBKc/\nR/Yd4YePdMfPmIzOy3LY2EygGJTw98ZLC08nn4GmdHmFwGQwYwi9POs0DV/Qhyk0Wkzw1RHv0+Po\nH+3sAJxihYB6k0QomU/I3l9v11cUBSMCo6ZPDWvGhiVRGZoPiwi2eC0moG/QR4lqJFYEKVOMZGih\nVMPNGtCCLELXnAT0CypUClD0iWuM5iDeajOBkP3bZNYdBbv5fERrWrNDnev1slrApS7Aru8zwK+3\n5W3gdkIjcUUJ2+vqyW00ObMzSfcGsAWCpLn99DS5MZuNKEp94iM1MmtgS6gqBiDT48FkMhFdUUFy\nMEiZwcAa4Acaxtl2oHGaqU+AJ6OieLLJipL+Xi9qKLOQFnIeVFBI9fkQTWQ7wOvloMXChtAy1Y9X\n/IErX9WXfLq98OwAIkIVfB8Fe20wvQq+jYEPk1p/OHqMRqZsa/AXMatmgooZk6iLqKeI5r+R2Vyf\nMdGAxWDGG/SGkyYBDWatUz6CbuX4x3DeptEZm26TMwSnN84iJ9ue3wboL16DpROcW9FH/hZHg7nV\nZDMR10u/bxv7CZxOPgNN6fIKgVU10d/5CQAuTSOgaeEog7agH2v9qEc5TZwKIWTvDiU9CjmAxRzZ\nhNlTjLXKgWqKwlajjzKF2hC3PlpomFp4+NVjR8MqBDEiiEtRcdBCXSGaKwTh4Dy6YhGjKliCAr+q\nYhACk1nD6zZQcVhXTswWDVWFaE1r5ADZwFS/n38p4KoDovVzXVRby4akJLajD4jHAPNVFcWg28rr\nn8ufh3wgJxW7GFtYSWycH6UaHEGNKCEwKOgKAYCiYlTbuQVCswUOTdPXFQYC/DM/nwmDBnGIyEn3\n+qwRvwO+ArYAfw/5Cyz4/HPmff01qhB0q67GtlfPOaFZGh4gb+VGKE4vAAAgAElEQVR/36w9DxYW\nUlKqL419OD6VjYkOnrv+KpTvNAq/8uM1WOAzmPSck18vd/D/MmC3Hd5LgLyQcjR/734yKotRQh4O\nQlF4YMwkdiSlMCSlPxzQ65lVMxpmjKKc3l49z4MRN/bgYaoNkUv4omNt3PTLHRicGtEeO9uFxqvf\nvcrN42/WI3cWfQgV34AxGgbeBJbIiJQnBdcB2P9qhE9NGEOUfl5r2wFqSmpLePW7V/EEPBHbzxtw\nHtP6TAPg/b3vs614W4v7J9oSWTx+8ak1E0raxF/nx1Ot/34XvnRhpy05VE1qxABFUZWwP0PTmYPT\nlS6vEEyLjeKMan2+uTj07o+xJBLvM2LU7PhUGyQmQFQsIvSwjrPGRYQpborJcGqdWiwGC+lxfVH9\nSSjeg3AI4io+j6hjBYRiJs1ghtDsgRUNg9Ggh0tuhTgRwAgkakEwJ4LBpq/zjhuumwxih4DDoUdX\nBFAtDfXqj5GgkjUgnvJqO2q8RlIGHP5BpexwFA5HkNF9bES5yrBqmp4dx6UnNsJkgtRUjHY73QHF\nro+6SUoCk4ksYDuwJvSZGh1NP/RI0IeqoNANr4cubYyqMi41GluUht0qiE3QSLFbMZotGG1WCHpA\nNRJtaP13BPRrVVU93Z9Hf+j0/vxzhvfrx9bQCgSrpuFRVXaEdhlYWclemw1sNjZ0123qk557jomv\nvNLs8CI0e5BkicOkqM2W/RiAbqHZkf5+Dxtx8Md7dKNJ8cyQMnEYpr76JANuuY5u1THsttv4a6Of\nuHuJG3uNDysVoWMaiHPXUWWL4oOp18C3twKQmtANbGUYnAc4w/tCRDsyAv+JbFg0TJ2n/1vrs/GX\nGlj+7+W4K2q5rOc5DN9zeTjcdFFxEeVpvyUxqvXYG42pOlxBQbJACVaTEu/E3NrtlLMYCv/R6nGc\nrkKcfW9otVwzxXDvxj+xbtu6ZmUvbX+JzTdspsRVwlVvX9XC3g1YjVYuOeOSFssURWnwqzgFOL1O\nqjxVFLuLKaguOKZ9LUYLKfbm4a1/atQU1pD3dh4AUUmdp5i1NfKXMwQ/EeaM/DV8v4zDjqHU9rmG\nxQEYqGQQ5w2AatLHVEl99JdViBhLDMn2zouEZTKYSI3tCYDTnsGPgQAmn+7Sn+7ohqE+L4I3mlSD\nMdKOazBAfOtR5aJCU7B2NDDHgzkWfFUw4EYO1nWjZ/8LwGAFW0gBaCEAjD1aYdDQVA4dgphuAe5+\nqZqv3gWjBldMNjAsMw52hcIWJiTow/u6On0EnpqKAiQCcfWOuCGnu1uAEcA/0afjCy0W+gFJyfAv\nYHPo/WgNwmV2G6YUvY39geb5hfQtlmbbm2Cz6TLTNBg2DD78EEdNDQ+WlrJTCBQhGOF2k2u14lFV\n7MEgo+vq+E9qalhGg3fvZtzw4ex74olIOZnN1I0dC0CcqX0no+uqKkjLqyQnXuXjrAEMuncPeWQy\nq/KfLGUFP7pnM2dXHcMOR6GFBiGx3iAJZR5q/ApWVVdoDKqR3332CSvOOZ9aWyx/mbYUpyWZMd3G\ngCMJit9pOOlWPaRkQdyvqNWGhPN2AOz5wUpi5XNk9drB1d0u5cXDf+NQxUEqjHkoaPjMSZh95Xhq\nDlEcPIAxpv012QDe6hpKSzVMgRoSzWXNQ2GHK4aCimU9qCeaqsddDHmr8LsOUl2d3/K+gM+SQomr\nBIC7J99NvFW/L5789kmKnEWUukr58ciPAEzoPoGLB0X6u+ws28mL21/kUM0hSl2ltMapVAhcfhel\nrlKOeI+02YaWiDJF/SwUgpJtJeH/rfEtZ/I81VhiLCT0b30WTDEopI9MP63CFLdEl1cIYk36K+Fw\nygyy+s7C5Kkj+sABIhaQNfkRT6dc8KrBTG1cNka/Hns4I2lQozgAlSd28HrTh6KCwYrLNkxXBlqq\n0wJGI1gVlX4pgugZYAjC4P5EBvhX1Yb2Ntrekp7fDZgO5KMrBP8HTAW+BS5vpJ9NqIEUS0OQjRN+\nRNS3K2THN7rdZPp8JHs8qEIQHwyS4vfjU1WsmoZd0+jubzAm/PrVV7FcdBGikXlAAazBIPGKgjWg\n97X612VjC6gAKo36bWoTguEeMyWq7heQN0kPxDS2dBN26nCIIBnuAFE+V9gXwRrQqPUG0fwBYhTd\nr8RqtGDyuBhUfJi8tG707DaaGHsPDIASlQ6pM2hqm6+xDaImOAUahShOGQw/vvN/ZPXawSjHQF5E\nj+thCMW9CJgTMfvK9e/HbGoXKIi2XQHqg4qlnR3ZD10FkLcKtUm8jOanEHgD+jHO7HVmeAbj9V2v\nc7D6IEEtGC7vE9eH6X0iwzpbjBZe3P4i3kbBzVo+jThlz4wT8WH4OThECiEo/15fBn3mfWd22ui7\n3RTGRvW0VwZAKgQYQsFpgqEXXZSmkeaNdKpqmqHmVPsIHAuqojasfmiynr6lhEnHhtLkb1t1mmMw\ngFlR6Q0Y/RAMhprUVCFoIelTS7nKUoByIBSPMBzQZ1/o7wgn9PHAuZWQ3rP1geUxU9+u0AvdWFVF\nn+pqqgMBLJpGb4+H/WYzR4xG4vx+Mvx+7qytJejzYX/rLa7/859Jvegi8LX9gqpXIRrPkDdWCPSm\nCMYX1fL8sAbb+I1r1wIQV1tDz3I3TpMRf+gBFVPrJ7rmCGZfFbFqOQoadqONKuEjulbv59u0WLJq\ngziEhppUH4Qr8mWh6lGgIrYZDOAN6PeN1QfRfju+Oh/uOl059apWooCg30V1TTWJhqMzGfjcfly1\nQQIBD36Pq+XOALopSzU3V0oN+u+kBWpxe460sKOOV5ipC+gyaJyMzBp6FlR5qqj2Vjcrr6d+W62v\nFpfP1ay8Hk1o7TuvHieegAeXz4U74G6zDa2166eM3+0n5+kccp7Ww3B3RoZDg9mA0WpsN92ywdw5\njo7HSocrBMFgkMcee4y3334bl8vFlClTWL58OUlJLTv/fPfdd6xYsYLc3FxSU1NZuHAhF154Ybjc\n7Xbz4IMP8uGHHxIMBjnnnHO46667sNuPLrHJ6D16MBVFtWERGhZVAWuTm7/RA8eoGsNZ4k4HDKoB\niyUGgxLUFZVGtnwswcjvoC8FazxyUi2tj/LrHdwUIxhskcsuFaM+TWtofdK9fkBsNpiJioJAIOR6\noKoNJgdV1SvabHoa6Haw05Bd+UngD0C9FfksF0ythTgaXBxOCvXtigl57D/6KMqjjzKyUZXeoU89\nKcDjof81m01PYFVPIKAnOGpCSzejAtiDQbTQyzjGoGHzC/r/8CN7+/bhgaVLSQ05HcbOmkIs4YjR\n7fKx1UrOokXcNnA66W4PL369FW8fFdVoBxHEgAi/i43WWKzCjskS2Z+8Qf26fmN8gN+cAbABxAYA\n3irYznWx0Iev6KN9RciFoV2y7cBhCAQNGEvbNjMIUwyeJkqpppiwAwnVW0io3tLqvm4NakKzzXHW\nuLDvT5RZv6ZfvvrLcN36RGWNqd/24vYXeXH7i62e54LMC/jHFa37OhwvW4u2MuEvExpmKL4+9mM8\nMP0Blk5d2n7F0xDnYSeHNh0CIGN8BhnjOj6nhC3eRkz39pc5nk6zym3R4QrBk08+ydtvv83KlSuJ\ni4vj/vvvZ9GiRbz++uvN6lZWVnL99ddz3nnnsWLFCr788kuWLl1KUlISkydPBmD58uXs2rWLZ555\nhkAgwN13383y5ctZtWrV0TVINUPQhTlhCn0DHjAo0Kdvq9WT7ckRdtTOxmwwMzBjSsuFzQ3nenY4\n556G7/be0Er2xjBGG8SegabkNmyzJEJU27bR+vdnjCWGmMzGJSqccUbD1+TksJ9Ae/QCGgcm/Rw9\nNDDAvDQYflRHOUb6hvpDjx7w9NOwI+Q+OHp0g2LTCk6nE8ell0Zeb2kpFDR3AGvtkTHI2zAlfUac\nPqOV/vFmnk9M5L+/+UYvSEiAIUPIL4+j3Hl0RpJR7x3izB6fkTt6EEXdU9mdo6E6jhA3Wv+xHEDm\n2f+BA68zYPR/t6g4btp4Axt/qEBVAtQGXWgiSMAViy9o4j/DCjny/lQGpechbBWYVBMxxvbvneHd\nviTa4sRoCPL13nH0HRWF2dLy9HZN0gTKmii9PmHm35WQbTPiaMX7P1X10U/1cHG3QVzQ/WKy0hqi\nRN456U4CwQDBUBpos8HMWX3OanaMzIRMLhx4IRXu1jWdbw9/y+aize1e8/Gwq2wX3qCXAQkDsAs7\nDsfRP5cCWoCvDn11ytp2qvFUedi9fjflebq5YMrdUzDZOn6gdjqvGDgeOlQh8Pl8vPTSS9xzzz1M\nmjQJgEcffZSzzjqLLVu2kJ2dHVH/b3/7G9HR0SxduhRVVenXrx+7d+9m3bp1TJ48meLiYjZs2MAL\nL7zAiBF6BsIHHniAefPmcfvtt5Pahjd9ParmxR3Vl6A5rt26cHqZC46PpksGj+F6InbtPDmowEL0\nIEA30KAQnJzcdm3gcMDatTBxov79vvsgLa3NXQ7l5jL4V7+K3HgSRgtp48dznxBYV67UnTF9Puqq\nfLz2iw+P3l5/CKZ/8G9cT0VRujCVe+cMwSga/DeMwOqUycxOyG61n/xqwST2bl6JKjwYvU7K68r5\n7yUzOHAwli9+2Ma434ykf/9Kvr88mXHxY3h+1Ip2m7W74m4WTH6IWlM0hyq7E59mwHgsT6qonhSk\n/Irz64pZOe7GFqvYyj+DA3/mmmGXkzL01oiys/qeRYo9BV+wbROPyWDinqn3tFlnzhtzqPK0lVv8\n+HH7dZ+Qq4ZfRZ9AHwYPHnzU+3oCHiY/Pxl3oIVMkT8Bvn7saz67/zNAt89b406+M6HBZMCe0vZM\ns9nR8WaKU0mHKgR5eXm4XC7GhjyrAbp3705GRgY5OTnNFIKcnBzGjBkTETlu7Nix3H///Qgh2LJl\nC6qqRuyXnZ2NwWBg8+bNzJo1q902qZoXTW3X17yh/k9dIWja/mO6nkZ1O1kOF6KbCnzoI9mzadkR\n8aTTeOrfcpT9pqkvxwn7dkCPxiaHkH2krkp33us2JJZBZ7atqNRjf+9vJP+zhANXDsVrMeLTBCp6\n4KcK9EBQs5XWHxO6bhNa1RLSGM3mIF6vgYAfggEVq1lDRcWrte18V89naZPZljCSeG8lQYsBj6Ji\nVI5Oy9FQqDDZYfDFWLc912q9+oBeatDT4nTuybrPrQZr+MV9sql/mVuMlsgkGkdBfayVU9W2U01t\niZ7IaNzN40gfmX5K8hcYLAai09qZPf2Z0aEKQXFxMUCzkXtKSkq4rGn9MxpPtYbqut1ujhw5QklJ\nCQkJCZgaLQk0Go0kJCRQFMqi1x5vPH4xAWMczvijmzrLNeW26GD0k0EEwV/T8N2096hf7tUVh8l1\nlOlfDLlt+g90BH+kwREvBnijI05aWwtcqv//YH67zgo1NTXs/PvfI5UAn0+PvXCyMBohEMBTo0sj\nqVc0/SYcnQkmbssRst97i8su2sdbO4ZxuNJB/+7VuGKsLNj1IO8WVTEhZ3+bx9DTzSoIHCCicd9X\nQ3fNw9xvY+n+vwXUql4yojdSCcyubv/NVTdAD3Cw8LanKf5zGl58KIbmPhctEbAaeL3s91iTLuBb\n+2hm72x5NsZsHIkjZS7BSiPBj/NaOdqJz+SY+r5EpgIj3z/5U/NCmUTWuBz+WhNq6fZjaa+BrHE5\nVHFq2naqCczsiTa9D//XvwzVVMFRO6g0Jgugtd8efbTx3fG173Tm8RZtyTodqhC43W5UVY14gQOY\nzWa83uajB4/Hg9lsblYXdPOD2+3G0sIorbXjtcTub4aE/js6BeLnx7FddyGnZvrzROnYXy/UZz49\nynXfm9p46JwClKEOClOP7tbWBvcn6utPSfz3h/QEDjORvYdiEUBCfgWVAxL5+vwRJ6FV/duv0ghj\nnR/X3+30cBce22lqIXlXKWVDUth/cWb79SWSrsbm1hXADlUIrFYrmqYRCAQwNjIK+nw+bC04Z1mt\nVnxNlmrVf7fZbC2W19eJijq6CeRbD1yjO8j9RLxAO5Pt27eT1ShFb5elvs+Z27cfdrTMVJOKLf4Y\nFlz+4kx45H8gGGSmEEyu8ITjQC/2O6nKO46ZDAGV1QpC6BMj8TGCIBpV3ur29wX25eczvFcitjfG\nUeOy4fcf2715zuHD1FVU4jC1bf9VgnUgjm7gcLwIBE5f7SnLeWAxWrAaLOz/cT+9+/Q+pn01NJze\n2lPSro7AaDdiMB2/aWf//h/p3bvPSWzRT4Q2lsB2qEKQnp4OQFlZWfh/gNLS0hYdANPS0igrK4vY\nVlpaSlRUFA6Hg7S0NCorKwkGgxhCU7eBQIDKykpSUo4uApe9Z6/jvZwuhyXB0q6TTdfg6GXwk5BZ\nKHyyAtgb3YZ2oPWYlm1zIo9ZJRhg8KhRJ3CELkiUn1GjTskam58tVsXAqC7Yzza3MUPQoZ5hgwYN\nwm63s2nTpvC2Q4cOUVhYyJgxY5rVHzVqFDk5ORHa9TfffEN2djaqqjJq1CgCgQBbt24Nl2/evBlN\n07rkDy2RSCQSyfHSoQqB2Wzmyiuv5OGHH+bzzz9n165dLFmyhLFjxzJixAh8Ph9lZWVhM8All1xC\nZWUl9957L/v27ePll19mw4YNXH/99YDunHjuueeydOlSNm/eTE5ODsuWLWP27NlHteRQIpFIJBKJ\nToevHbv55ps5//zzue2225g3bx7dunXj8cf1mG5bt25l8uTJ4RF/UlISf/7zn9m9ezcXXnghr7zy\nCitXrmTChAnh4z3wwANkZ2dzww038Lvf/Y7x48dz3333dfRlSSQSiUTyk0YRp8rb5SfA5s2bpWnh\nGJDyOnakzI4dKbNjR8rs2OmqMmvrun/iUXYkEolEIpGcDKRCIJFIJBKJRCoEEolEIpFIpEIgkUgk\nEokEqRBIJBKJRCJBKgQSiUQikUiQCoFEIpFIJBJkHILOboJEIpFIJB1Ka3EIurRCIJFIJBKJREea\nDCQSiUQikUiFQCKRSCQSiVQIJBKJRCKRIBUCiUQikUgkSIVAIpFIJBIJXVAhCAaDrFq1ismTJzNy\n5EhuuukmysvLO7tZncrevXsZOHBgs09OTg4AGzduZPbs2QwfPpzzzz+fzz77LGL/iooKFi9ezOjR\no5kwYQKPPPIIgUCgMy7llLN8+XKWLl0ase1kyOeFF15g+vTpZGVlMX/+fPbv33+qL6XDaElml1xy\nSbP+1rhOV5RZeXk5d9xxB5MnT2b06NFcd9117NmzJ1wu+1lz2pOZ7GfHiOhirF69WkyaNEls3LhR\n7Ny5U1x66aXi8ssv7+xmdSr//Oc/xbhx40RpaWnEx+fzifz8fDF06FDx9NNPi71794rVq1eLIUOG\niD179oT3v+KKK8SVV14pcnNzxb///W8xfvx48eijj3biFZ18NE0Tjz32mMjMzBR33313ePvJkM/6\n9evFyJEjxfvvvy/y8vLEggULxFlnnSW8Xm+HXuPJpjWZaZomsrKyxDvvvBPR35xOZ7hOV5NZMBgU\nl112mZgzZ47Yvn27yM/PFzfddJOYMGGCqKyslP2sBdqTmexnx06XUgi8Xq8YOXKkePPNN8PbCgoK\nRGZmpti8eXMntqxzWb16tfj1r3/dYtmyZcvE3LlzI7bNnTtX3HPPPUIIIbZs2SIyMzPFwYMHw+Vv\nvfWWGDly5M/mpjl48KCYO3euGDdunJg2bVrEy+1kyGfmzJniiSeeCJfX1taKESNGiHfeeedUXtYp\npS2ZHThwoJlMGtMVZbZr1y6RmZkp9u7dG97m9XpFVlaWePvtt2U/a4H2ZCb72bHTpUwGeXl5uFwu\nxo4dG97WvXt3MjIywtPjXZH8/Hz69u3bYllOTk6EvADGjRsXlldOTg4ZGRn06NEjXD527FhcLhe5\nubmnrtEdyJYtW0hPT+fdd9+le/fuEWUnKp+Kigr2798fcQy73c7QoUN/0n2yLZnt2bMHq9VKRkZG\ni/t2RZmlp6fzzDPP0KdPn/A2RVEAqK6ulv2sBdqTmexnx46xsxvQkRQXFwOQmpoasT0lJSVc1hXJ\nz8/H6/UyZ84cCgsLGTBgAEuWLGH48OEUFxe3Ka+SkhJSUlKalQMUFRWRlZXVMRdxCpk9ezazZ89u\nsexE5WM06rfgz61PtiWz/Px8HA4Ht956K5s2bSI+Pp6LL76Yq6++GlVVu6TM4uPjmTZtWsS2l19+\nGY/Hw+TJk3n88cdlP2tCezL78MMPZT87RrqUQuB2u1FVFZPJFLHdbDbj9Xo7qVWdi8fjoaCggISE\nBG6//XbMZjOvvPIKc+fO5e2338bj8WA2myP2aSwvt9uNxWKJKDeZTCiK0iVkeqLycbvdAM3q/Jz7\n5N69e6mrq2Py5MksWLCALVu28PDDD+N0OrnpppukzIBPPvmERx99lPnz59OvXz/Zz46CpjKT/ezY\n6VIKgdVqRdM0AoFAWPsD8Pl82Gy2TmxZ52G1Wvn2228xm83hB85DDz3Erl27eO2117BYLPj9/oh9\nGsvLarXi8/kiyv1+P0IIoqKiOuYiOpETlY/Vag3v09oxfm6sXLmSuro6YmJiABg4cCBOp5O1a9ey\naNGiLi+zt956i2XLljFr1ixuu+02QPaz9mhJZrKfHTtdyocgPT0dgLKysojtpaWlzaaFuhLR0dER\now9VVenfvz9FRUWkp6dTWloaUb+xvNLS0lqUJzSfavs5cqLy6Yp90mg0hh/S9QwcOBCXy4XT6ezS\nMluzZg133XUXl19+OQ8//DCqqj+iZT9rndZkJvvZsdOlFIJBgwZht9vZtGlTeNuhQ4coLCxkzJgx\nndiyzmPnzp1kZ2ezc+fO8LZgMEheXh4DBgxg1KhRfPvttxH7fPPNN4wePRrQ02gWFBRQVFQUUW63\n2xk0aFDHXEQncqLySUxMpHfv3hF90uVysXPnzp9tn5wzZw4PPPBAxLbvvvuOlJQUYmJiuqzMnnvu\nOR577DFuuukmli1bFnaQA9nPWqMtmcl+dhx06hqHTuCRRx4REydOFJ999lk4DkHT5TxdCb/fL847\n7zxx0UUXiW3btok9e/aI2267TYwZM0aUl5eLvLw8MWTIEPH444+LvXv3iscee0wMGzYsvNRH0zQx\nZ84ccdlll4mdO3eG1/I2Xqrzc2Lu3LkRS+hOhnxee+01MWLECLFhwwbx/fffiwULFoiZM2f+bJZt\nNpXZs88+K4YOHRpeGrZ+/XqRlZUl1q9fL4TomjLLzc0VgwcPFnfddVezeCAul0v2sxZoT2aynx07\nXU4h8Pv94n/+53/E2LFjRXZ2tli8eLGoqKjo7GZ1KsXFxWLJkiVi/PjxIisrS8yfP198//334fJP\nP/1UzJo1SwwdOlRccMEF4osvvojYv7S0VCxcuFBkZWWJiRMnilWrVolgMNjRl9EhNH25CXFy5LN2\n7VoxadIkMWLECHHttde2unb6p0hTmWmaJtatWydmzpwphg4dKmbOnCn++te/RuzT1WS2atUqkZmZ\n2eLnqaeeEkLIftaU9mQm+9mxowghRGfPUkgkEolEIulcupQPgUQikUgkkpaRCoFEIpFIJBKpEEgk\nEolEIpEKgUQikUgkEqRCIJFIJBKJBKkQSCQSiUQiQSoEEonkJPHkk09yxhlndMi5ZsyYwdKlSzvk\nXBJJV6FLJTeSSCSnjksvvZSpU6d2djMkEslxIhUCiURyUkhLSyMtLa2zmyGRSI4TaTKQSCQArF+/\nnlmzZjF06FBmzJjBs88+S30g0zvvvJNrrrmGV199lSlTpjBy5EhuuOEGDh48GN6/qcng4MGD3Hjj\njYwbN46srCwuu+wyPvvss4hzbtu2jfnz5zNmzBjGjBnD4sWLOXToUESdvLw85s+fz8iRI5k+fTrv\nvPNOs7Z7PB5WrlzJ1KlTGTZsGBdeeCGffPLJyRSPRPKzRyoEEomEZ555huXLlzNlyhTWrl3LpZde\nyhNPPMHKlSvDdXbu3MnatWu59dZbWbFiBfv27WPevHnU1dU1O56maSxYsAC3283DDz/M008/TVxc\nHL/97W/DSsQXX3zBlVdeidFoZOXKlSxfvpzc3Fwuv/xyysvLASgpKWHu3Lk4nU4eeeQRFi9ezJ/+\n9CdKSkrC5xJC8Pvf/57169dz3XXX8dRTTzF48GB+97vf8fHHH59iyUkkPyM6N5WCRCLpbGpqasTw\n4cPFH/7wh4jtL7zwghg8eLAoLCwUd9xxh8jMzBTbtm0Ll+fl5YmBAweKV155RQghxBNPPCEGDx4s\nhNCTxmRmZop33nkn4jwPPvig2LNnjxBCiIsvvlicd955EclkCgsLxdChQ8VDDz0khBDioYceEiNG\njBCVlZXhOtu2bROZmZnhhEkbN24UmZmZ4oMPPoho/8KFC8XMmTNPWD4SSVdBzhBIJF2crVu34vF4\nmDFjBoFAIPyZMWMGwWCQr7/+GoAePXqQlZUV3m/gwIH06tWLnJycZsdMSkqif//+LFu2jDvuuIN3\n330XTdO46667GDBgAHV1dezatYtZs2ahqg2PoW7dujF69OhwDvrNmzeTnZ1NfHx8uE5WVhbdunUL\nf//qq68wGAxMnTq1Wfv379/fzAQhkUhaRjoVSiRdnKqqKgCuvfbaFstLS0sBSElJaVaWmJhITU1N\ns+2KorBu3TrWrFnDRx99xN///ndMJhNnn302999/Px6PByEESUlJLR7z8OHDAFRXV9OrV69mdZKT\nkyPaHwwGGTFiRKvt7969e4tlEomkAakQSCRdHIfDAcDq1avp0aNHs/KUlBRWr14dVhwaU1FRwfDh\nw1s8bmpqKvfddx/33nsveXl5fPDBBzz33HMkJiayZMkSFEUJ+wo0pqysLDwjEB8fT0VFRbM6jdvi\ncDhwOBw8//zzLbajT58+LW6XSCSRSJOBRNLFycrKwmQyUVpayrBhw8KfQCDA6tWrKSsrA2D//v3s\n378/vF9eXh4HDhxg/PjxzY65Y8cOJk6cyI4dO1AUhcGDBy7oqiQAAAI7SURBVHPLLbeQmZlJUVER\ndrudIUOG8N5776FpWni/oqIitmzZQnZ2NgDjx49n8+bN4TYA7N27l4KCgvD3MWPG4HQ6MRqNEe3f\nsWMHa9asQVGUky0yieRniZwhkEi6OAkJCVx77bWsXr2a2tpaRo0axeHDh1m9ejUOh4MBAwYA+sqB\n3/72t9x8880EAgFWrVpF//79Of/885sdc9CgQURFRXH77bezaNEikpKS+PLLL8nNzWX+/PkA3HLL\nLfzmN7/hxhtv5IorrsDlcvHkk08SHR3NNddcA8DVV1/NG2+8wbXXXsuiRYvCSorJZAqfa9q0aWRn\nZ3PjjTeycOFCevfuzZYtW3jqqac477zzsNvtp16IEsnPAEWI0EJjiUTSZRFC8Morr/Daa69RUFBA\nXFwcU6ZMYcmSJSQnJ3PnnXeyefNm5s2bx5o1a/D5fEybNo27776bhIQEQI9DsGbNGnbv3g3AgQMH\nWLVqFTk5OdTU1NC7d2/mzZvHnDlzwuf98ssveeKJJ9i9ezc2m42JEydy6623kpGREa5TUFDAihUr\n+Oabb7Db7Vx//fW89957DBgwgBUrVgBQW1vL448/zgcffMCRI0dIT09n9uzZLFiwIEJ5kEgkrSMV\nAolE0i71CsFHH33U2U2RSCSnCOlDIJFIJBKJRCoEEolEIpFIpMlAIpFIJBIJcoZAIpFIJBIJUiGQ\nSCQSiUSCVAgkEolEIpEgFQKJRCKRSCRIhUAikUgkEglSIZBIJBKJRAL8f8e1H0LKLlDLAAAAAElF\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110af49e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "combined_reward(logdirs, prob=True)\n",
    "plt.savefig('mountain_car_prob.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "c = joblib.load('logs/counter_dora_default.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8, 3) [[0.5, 1.0032957988977431]]\n",
      "(9, 1) [[0.5, 1.0014556220173836]]\n",
      "(8, 1) [[0.5, 1.0029828953742981]]\n"
     ]
    },
    {
     "data": {
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Cd0MD99wzE7ValnIXQgjRTJIR0W4+/nIXH1QpuFRaBtV+Q/8rezA6ZbKvwxJC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\nYH4GQ6MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f5a85c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import math\n",
    "sns.set(font_scale=1.5)\n",
    "sns.set_style(\"whitegrid\")\n",
    "\n",
    "def math_log(a, base):\n",
    "    return list(map(lambda x: math.log(x, base), a))\n",
    "for k, v in c.items():\n",
    "    if len(v) <= 1:\n",
    "        print(k, v)\n",
    "        continue\n",
    "        \n",
    "    Es = list(map(lambda a: a[0], c[k]))\n",
    "    plt.plot(math_log(Es, 1-1e-4), label=\"%s\" % str(k))\n",
    "\n",
    "plt.legend()\n",
    "plt.ylabel(r'$log_{1-\\alpha} E(s, a)$')\n",
    "plt.xlabel('time')\n",
    "plt.savefig('dora_on_bridge_counter1.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(8, 3) [[0.5, 1.0032957988977431]]\n",
      "(9, 1) [[0.5, 1.0014556220173836]]\n",
      "(8, 1) [[0.5, 1.0029828953742981]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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lJdu3b29xHf6QoEEIIUSHU5C3idL8XdgsVYCCzVJFaf4uCvI2tXvd27dv9zrj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\n57FDSQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ff68358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import math\n",
    "sns.set_style(\"whitegrid\")\n",
    "\n",
    "def math_log(a, base):\n",
    "    return list(map(lambda x: math.log(x, base), a))\n",
    "for k, v in c.items():\n",
    "    if len(v) <= 1:\n",
    "        print(k, v)\n",
    "        continue\n",
    "    Es = list(map(lambda a: a[0], c[k]))\n",
    "    qdiff = list(map(lambda a: a[1], c[k]))\n",
    "    \n",
    "    plt.scatter(math_log(Es, 1-1e-4), qdiff, label=\"%s\" % str(k))\n",
    "\n",
    "plt.legend()\n",
    "plt.xlabel(r'$log_{1-\\alpha} E(s, a)$')\n",
    "plt.ylabel(r'$\\frac{|Q*-Q|}{Q*}$')\n",
    "plt.savefig('dora_on_bridge_counter2.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
